Data Science Certificate Programs for 2021

Auburn University has a Graduate Certificate in Business Analytics that is designed for students who want to gain basic skills in handling big data for a business. The coursework is available online, and students may enter the program at the start of any semester. The curriculum requires students to complete four specific courses, each worth three credits. Applicants must have a bachelor's degree from an accredited college or university, but no specific major is required. Having a background in statistics is not required, but students will find a foundation in statistics to be helpful. Related work experience can also be helpful to students, but it is not a requirement.

Bellevue College's Department of Continuing Education offers a Healthcare Data Analyst Certificate that requires 227 hours of coursework. The seven required courses are led by instructors and delivered online. Students can choose a nine-month or 12-month schedule to complete the certificate. Applicants should have a bachelor's degree or an associate degree plus two years of database experience. Before beginning the program, students must have a background in SQL, database design, and Excel. A college-level course in algebra is also a prerequisite. The college recommends students complete coursework for the Certified Associate in Health Information & Management Systems before entering this program. The certificate coursework provides students with hands-on experience using analytical tools for data analysis and visualization and uses case studies and scenarios.

Students enrolled in Boston University's online program leading to an Applied Business Analytics Graduate Certificate can complete the program in nine months. The program includes four courses, each awarded four credits. Before taking one of the required courses, students must take a pre-analytics laboratory, a non-credit, hands-on laboratory that is offered in an online format over a seven-week period. Students are also required to pass a prerequisite course in mathematics for management or pass a waiver test, and online students must complete an online math tutorial. Applicants must have a bachelor's degree and must submit a graduate application. Students must be admitted into the program to receive credit toward the certificate.

Boston University's Metropolitan College has introduced a new online Data Analytics Graduate Certificate that students can complete in eight to 12 months. The program consists of four required courses for a total of 16 credits. Applicants must have a bachelor's degree in a technical field and must take a prerequisite course in quantitative methods for information systems. Students also might have to take prerequisite courses before enrolling in some of the courses required in the curriculum. Applicants have the opportunity to take a waiver test through the Department of Computer Science to prove proficiency in a subject if they do not have an academic record for certain classes.

California State University Fullerton offers an online Certificate in Data Science through its Professional Development, University Extended Education program. The certificate program includes five courses and consists of 99 hours of lecture and discussions, resulting in 9.9 Continuing Education Units for students who earn the certificate. Applicants should have a bachelor's degree in computer science, applied statistics, engineering, math, physics, or natural sciences. Alternately, applicants can show they have at least three years of professional experience in a field such as data analysis, business analytics or intelligence, software engineering or programming. Courses are offered online in the spring, summer and fall. The program's advisory board includes representatives from IBM, Wells Fargo, and Gravity.com as well as from CSUF.

Central Connecticut State University offers a five-course, 18-credit program leading to a Graduate Certificate in Data Mining that can be completed entirely online, with no requirement to go to campus. Applicants to the program must have a bachelor's degree with a GPA of at least 3.0. Additionally, applicants must have passed at least two semester courses in statistics at the undergraduate or graduate level. Students who start the graduate certificate program may transfer the credits to the Master of Science in Data Mining, but they must submit a separate application for that degree program. The CCSU faculty has broad experience in data mining in fields such as text mining, web mining and genomics. Faculty members have written five books on the subject of data mining.

Dakota State University has an online Business Analytics Graduate Certificate designed for students who are already in the field of IT or business analytics and who want to gain additional skills in dealing with large amounts of data. The certificate is a 12-credit program that requires students to complete four courses. All the courses needed to complete the program are scheduled to be delivered at least one semester each year, so students may be able to complete the certificate in as few as three semesters. Applicants should have a bachelor's degree from an accredited college or university and should have a background in a quantitative field, such as math, computer science, statistics, or operations research.

Drexel University's College of Computing and Informatics offers an online Certificate in Health Care Informatics that is designed for information professionals, clinical personnel and health care support staff. Students who complete the program will have an understanding of health information technology and will be better able to serve as a liaison to between health care professionals and information professionals. Applicants to the program must have a bachelor's degree and must submit a statement of purpose explaining how the certificate will help them to achieve their professional goals. The curriculum includes three graduate-level classes that are delivered fully online.

Elmhurst College offers a Graduate Certificate in Data Science that students can complete entirely online. The curriculum includes five courses from the college's Master of Science in Data Science program, with four required courses and one elective. Students can complete the program in one year. Individuals who wish to earn the certificate may enroll as non-degree students. Students who earn the certificate may use the credits toward the M.S. in Data Science and complete the degree by taking five additional courses. However, students who want to earn the master's must meet the admission requirements for that degree, including prerequisite courses in statistics and computer science and at least a year of professional experience.

Hawaii Pacific University offers a Professional Certificate in Business Analytics designed for working professionals who want to learn more about how information systems and business analytics can make their company more competitive. Classes for the program are available in an online format. To earn the certificate, students must complete four classes covering topics such as big data, business analytics, and data mining for business intelligence. Applicants to the certificate program must have an undergraduate degree with a GPA of at least 2.7. Students must meet any prerequisites set for any of the classes included in the curriculum for the certificate.

Humboldt State University offers an online Geospatial Certificate Program that students can complete 100 percent online. The certificate is designed for students who want to enter the field of GIS or who are already working in the field but need coursework to advance their career or earn a license. Applicants must have at least a high school diploma or equivalent, but they also should have the college-level math and writing skills necessary to pass college coursework. Classes are delivered in an accelerated eight-week format, and content includes video lectures, assignments, and participation in online forums. Students can complete the five-course program in 11 months. Cohorts of students are admitted into the program in the fall.

Indiana University Bloomington offers an online Certificate in Data Science that provides students a flexible option to tailor coursework to meet their interests or career goals. Completing the certificate requires students to take four courses, which can be selected from a broad range of approved courses offered in topics such as data analysis, health and medicine, cloud computing and high-performance computing. IU's data science program offers a technical path and a path for decision makers. Applicants must include three letters of recommendation, although those with a technical background only need to submit one recommendation. Applicants must also submit college transcripts, a resume and a statement of purpose.

The School of Informatics and Computing at Indiana University-Purdue University Indianapolis has an online Health Information Management and Exchange Certificate designed for students who already have an undergraduate degree in some field of health care. The program prepares students to collect, manage, exchange, and analyze electronic data. Students must complete fives courses, all offered completely online. Students also complete a mentored practicum in which they demonstrate their skills in a real-world environment. Applicants must have a bachelor's degree with an overall GPA of at least 3.0. Successful applicants might have a background such as nurse or nurse practitioner, pharmacist, health care administrator, or health researcher. Students may enter the program in the spring or fall semester.

Iowa State University has a Graduate Certificate in Business Analytics that students can complete entirely online. The 12-credit program requires students to complete one core course and three approved electives. Applicants must have a bachelor's degree in business or a STEM-related field with a GPA of at least 2.0 in their last 60 credit hours of study. All applicants must have passed a college-level statistics course with a grade of 3.0 or higher within the past five years. Additionally, all applicants should have at least two years of work experience since graduating college. The program is aimed at applicants in jobs such as business analyst, data science, or analytic system designer.

Johns Hopkins University offers a Graduate Certificate in Government Analytics that is appropriate for students seeking a stand-alone credential in government analytics and for applicants who want to supplement a related master's degree, such as one in government, public management, or global security studies. The degree can be earned entirely online with classes delivered in a convenient, asynchronous format. The curriculum includes five courses and allows students to develop a specialty area such as advanced statistics, geospatial analysis, public policy analysis, or political behavior. Applicants are not required to have a background in quantitative methods. Admission is open to students from diverse academic backgrounds. Students who take two classes per term can complete the certificate in about three semesters.

Johns Hopkins University offers a Post Master's Certificate in Quantitative Methods in Applied Economics that allows professionals with an advanced degree to update or expand their knowledge. Students can complete the four-course program in an entirely online format. Applicants should have a master's degree in economics or statistics, and they otherwise must comply with the admission requirements for the Master of Science in Applied Economics, which include submitting recommendations, a resume, official transcripts of all college work, and a statement of purpose. Students may start the program in the fall, spring or summer semester. To earn the certificate, students must successfully complete four courses selected from a list of nine acceptable courses.

Students and professionals who need to develop a background in statistics can earn an online Graduate Certificate in Applied Statistics through Kansas State University. The curriculum requires students to complete at least five graduate-level courses, which can be selected from eight courses offered by the Department of Statistics. Students are allowed to apply up to three credits in coursework taken in another department or at another university toward the certificate. Applicants must have a bachelor's degree with a GPA of 3.0 or higher earned in upper-division coursework. Students can enter the program in the fall, spring, or summer semester.

Kansas State University has an online Data Analytics Grauduate Certificate with a Data Science track and an Applied Analytics track. Courses are delivered completely online with no need to visit campus. The 15-credit certificate requires students to take at least one course from each track so they acquire knowledge in both disciplines. The required capstone is a team project in data analytics. Applicants should have a bachelor's degree with a 3.0 GPA in their last two years of study. Prerequisites include a course in calculus, a course in statistics, ability to work with computer applications, and programming skills for the data science track. Students may enter the program in the fall, spring, or summer semester.

Working professionals who want additional training in applied statistics can complete an Online Certificate in Applied Statistics using R through Kennesaw State University. This program is self-paced and requires students to complete five courses. For each course, students will receive video and audio recordings, printed material, data for practice, and self-assessment tests. After completing the work for each course, they must take a proctored exam, either at the Kennesaw State campus or through a proctor in their home area. A cumulative exam is required at the end. The program is open to working professionals who have some background in basic statistics. Applicants should have completed at least one course of college algebra or a higher math. The courses in this program do not carry college credit.

Kennesaw State University offers an Online Certificate in Applied Statistics using SAS designed for working professionals who need more training in applied statistics. The program is self-paced and requires students to complete five courses. Course materials include audio and video recordings, printed materials, data that can be used for practice, and self-assessment tests. After completing each course, students must take a proctored exam, either at Kennesaw State or with a local proctor. There is also a cumulative test at the end. Students have remote access to Base SAS while in the program. Applicants should have a basic understanding of statistics and data analysis and some background using SAS. No courses in this program can be applied to the M.S. in Applied Statistics at Kennesaw State.

Students who want to enter the field of health informatics can earn a Graduate Certificate in Health Informatics from Kent State University. All six courses required for this program are offered in a 100-percent online environment. Courses run for seven weeks, and there are two seven-week terms each semester. Applicants must have a bachelor's degree from an accredited college with a preferred GPA of at least 3.0. However, Kent State does not require any specific undergrad major. Applicants must submit official transcripts, three recommendations, a resume, and a statement of purpose. Up to 12 credits earned in the certificate program can be transferred to the Kent State Master of Science in Health Informatics.

Marist College offers an online Advanced Certificate in Business Analytics that is designed to provide students with a background in data analysis and business intelligence. Students also gain hands-on experience with current software and analytics tools. The program is intended for professionals in fields such as marketing and advertising, health care administration, finance, business strategy, or research. A technology or computer science background is not expected. Applicants must have an undergraduate degree and should have passed an introductory statistics course, at the minimum. GRE scores are not required. Admission decisions are based on an applicant's undergraduate academic performance, work experience, recommendations, and personal essay. Students are admitted to the program in the spring or fall semester.

Michigan State University has a three-course program leading to a Master Certificate in Business Analytics. The program is designed for business professionals who want to learn how to interpret and use Big Data and for analytics professionals who want to expand their knowledge base. Each of the three online courses lasts for eight weeks, and each course builds upon the information presented in the previous course. Offered through the Eli Broad College of Business, the courses are delivered in an asynchronous format so students can work on their own schedule. These courses do not carry academic credit, but each is worth 3.5 continuing education credits, or CEUs.

Misericordia University offers a Graduate Certificate in Health Informatics that is designed for mid-career health professionals who want to gain skills in health care information. The program is delivered online and is aimed at applicants who already work in the informatics area of health care. The program requires students to complete 18 credits, with five required three-credit courses and an additional course that students select from two options: project management or health care systems analysis and design. The program can be completed in as little as one year. Students who complete the program may be eligible to use the credits towards Misericordia's master's program in health informatics

Missouri S&T has a Graduate Certificate in Big Data Management and Analytics that is designed for computing professionals. The curriculum requires students to complete four courses, with two core courses and two restricted electives. Some available courses may have prerequisites the student must satisfy to take the class. Applicants should have a bachelor's degree in computer science, engineering, or another technical field and at least two years of professional experience. Individuals who are already enrolled in a graduate program at Missouri S&T can also enroll in this certificate program. Students who complete the certificate and choose to enter the Master of Science in Computer Science program can apply some of the courses from the certificate toward their degree.

Online students can earn a Graduate Certificate in Big Data Management and Security through Missouri S&T. The program is designed for professionals in the computer field and requires students to complete four courses selected from a menu of approved courses. Applicants must have a bachelor's degree in a technical field such as computer science or engineering and at least two years of related experience. Some available courses may have prerequisites a student must satisfy before enrolling in the course. Most courses are offered in an asynchronous format, although instructors may occasionally require students to be online at a set time. There are never any requirements to come to campus. Some credits from the certificate may be applied to the computer science master's program.

Missouri S&T offers an online program leading to a Graduate Certificate in Business Analytics and Data Science that requires students to complete four courses. There are two required courses, one offered each spring and one each fall. Students select two more courses from a list of restricted electives. The program is open to students who have a bachelor's degree or higher in areas such as technology, engineering, science, the social sciences or business, although they must have the prerequisite knowledge required for each class. Students who successfully complete all four classes with a B average or higher are eligible to enter the MBA program or the Master of Science in Information Science and Technology program, with the certificate courses counting towards the degree.

The Missouri University of Science and Technology has an online program leading to a Graduate Certificate in Business Intelligence created for IT professionals, database administrators, and people whose role includes business analysis. The four-course program has two required classes and two restricted electives. Applicants must have at least a bachelor's degree, but the college does not require the degree to be in any specific discipline. All applicants must have at least one year of professional work experience since receiving their undergraduate degree. Students who complete all the coursework can apply the credits toward an MBA or Master of Science in Information Science and Technology at Missouri S&T and are eligible for GRE and GPA waivers for those programs.

Montana Tech has a 15-credit Graduate Certificate in Health Care Informatics that students can complete entirely online. The curriculum requires students to complete five courses, including four required classes and an approved elective. The program is designed for health care or IT professionals who have a bachelor's degree in a relevant field or a bachelor's degree in any field and relevant work experience. Undergrad GPA must be 3.0 or higher for unconditional admission. Applicants must submit transcripts from all colleges attended, GRE scores, three references, a personal statement, and a resume. Online courses for this program are each offered once a year, in either the spring or fall semester.

Registered Nurses who already have a master's degree can earn a Post-Master's Nursing Informatics Certificate from Nebraska Methodist College in a totally online environment. Students can finish the certificate in as few as 12 months and never have to attend any events on campus. The program is designed for applicants who have a Master of Science in Nursing from an accredited university and a GPA of 3.0 or higher. Applicants with a master's degree in another health care field will also be considered for admission. Applicants should submit a resume and transcripts. RNs must have an unencumbered license. Courses for this 17-credit program are delivered in five-week or 10-week sessions with a week off between courses.

The New Jersey Institute of Technology offers a Graduate Certificate in Data Mining that adult learners can complete entirely through online classes. On average, students complete the four-course program in a year. Applicants to the program must have an undergraduate degree and should have undergraduate coursework or equivalent knowledge in calculus (two semesters), probability and statistics, and a variety of computer science classes, including computer architecture, operating systems, networks, and database system design and management. Some of the courses have prerequisites and must be taken in order. Students who complete the certificate in data mining may apply the credits toward NJIT master's programs in computer science, information systems, or business and information systems.

North Carolina University offers a Graduate Certificate in Geospatial Information Science that focuses on advanced GIS applications. This 12-credit program can be completed entirely online. The curriculum requires students to complete two core classes and two electives. Applicants must have a bachelor's degree with a 3.0 GPA. While the program accepts students with a wide range of undergraduate majors, applicants should have some experience in GIS and its applications. Online classes for this program have both synchronous and asynchronous elements. Students are required to use a variety of software and are given access to NC State's virtual computing lab and a remote desktop.

Northeastern University offers a Graduate Certificate in Data Analytics that is delivered 100 percent online. Offered jointly through the College of Computer and Information Sciences and the College of Social Sciences and Humanities, the program is designed to provide students with skills to make data-driven decisions no matter what field they work in. The curriculum requires students to complete four specific courses. Classes are delivered asynchronously, and students interact with classmates through discussion boards. Credits earned through the program can transfer to the data science degree programs at Northeastern. Applicants must have a bachelor's degree with a GPA of 3.0 or higher and must have passed an undergraduate statistics course. Applicants must submit a statement of purpose, one reference, and resume.

Individuals in the field of city planning can earn a Graduate Certificate in Urban Informatics from Northeastern University. This interdisciplinary program is a collaboration between the School of Public Policy and Urban Affairs and the College of Computer and Information Sciences. The curriculum requires students to compete four courses, each worth three credits. Credits can be applied toward Northeastern's Master of Science in Urban Informatics program. The certificate program is delivered in a hybrid format, including online coursework and face-to-face meetings at the Boston main campus. Applicants must submit a personal statement, unofficial transcripts of all colleges attended, a resume, and one recommendation. Students may enter the certificate program in any semester.

Northwestern University offers an online program leading to an Advanced Graduate Certificate in Analytics and Business Intelligence for IT Professionals. Applicants must have a graduate degree, although it does not have to be in IT. The program prefers that students have at least three to five years of professional experience in a related field. Additionally, applicants should have taken classes in calculus and linear algebra and have training or experience in relational databases. The curriculum includes four courses, and students who have already taken equivalent classes may be allowed to select another course in the field to replace that class. Credits earned in the certificate program cannot be transferred to the corresponding graduate degree program. Students may enter the program any quarter.

Northwestern University's School of Professional Studies offers an online program leading to a certificate in business analytics. The program is designed for professionals in analytics who want to take on a management or leadership role by learning how analytics can help drive business decisions and competitive advantage. The curriculum includes four courses, three of which should be taken in a specified order. All classes are offered online in an asynchronous format, but some classes include live sessions. There is no formal admission process or specified prerequisites for this certificate program, and the classes are non-credit and cannot be transferred into any degree program. Students learn to use R and other data-focused tools in the program.

Nova Southeastern University's College of Engineering and Computing offers a Graduate Certificate in Business Intelligence/Analytics that students can complete online with no need to come to campus. Applicants to the program should have a bachelor's degree in an area such as management information systems, computer information systems, IT, business administration or a related field. Applicants should have an undergraduate GPA of at least 2.5 and should have experience in computer applications. The curriculum includes five courses, with the final course being a capstone project that requires students to develop a business intelligence application that results in measurable benefits to an organization. Students can enter the program I the fall, spring, or summer term and complete the certificate in about 18 months.

Oklahoma State University's Watson Graduate School of Management offers a Graduate Certificate in Business Data Mining designed for working professionals who want to acquire skills in data mining and analytics without pursuing a master's degree. Students can complete the program entirely online. Applicants should have a bachelor's degree in business, engineering, computer science or other STEM field and must submit transcripts of previous college work. Students may enter the program in the fall or spring semester. To earn the certificate, students must complete at least 12 credit hours, with two required courses and the rest of the credits in electives. Students may be able to transfer the credits to the Master of Science in Business Analytics.

The Watson Graduate School of Management at Oklahoma State University offers a completely online program leading to a Graduate Certificate in Marketing Analytics. Students who complete the program will also receive the SAS and OSU Marketing Analytics Certificate. The program is open to applicants who received a bachelor's degree in any subject with a minimum GPA of 2.5. Additionally, applicants must have at least two years of professional experience. The curriculum requires students to complete a minimum of 12 credit hours. Two core classes are required, along with at least two electives, which students can select to tailor their education to meet their career interests.

The Graduate Certificate in Biomedical Informatics - Clinical Informatics Track offered by Oregon Health and Sciences University is designed for health care professionals, IT professionals, administrators, and librarians who want to gain skills in biomedical informatics to use in their current career. The program is offered online and requires students to complete eight, three-credit courses. Candidates must take three core courses and five electives. Applicants for the certificate program must have a bachelor's degree from an accredited college with an undergraduate GPA of at least 3.0 There are no prerequisite classes for the certificate, but students must submit official transcripts from all colleges attended. The program is offered through the Department of Medical Informatics and Clinical Epidemiology.

Oregon State University has an online program leading to a Graduate Certificate in Data Analytics. This is an 18-credit program that requires students to complete five specific courses. Applicants must have a bachelor's degree and must have passed an undergraduate class in statistics. The program is for students who have a background in study design, probability distributions, and the fundamentals of confidence intervals and hypothesis tests. The application packet should include transcripts, resume, three recommendations, and a cover letter. Standardized test scores are not required. Students may only enter the program in the fall. Students who complete the certificate can transfer up to 15 credits to the master's program in data analytics.

Oregon State University's online Graduate Certificate in Geographic Information Science is designed for working professionals who want to gain GIS credentials. The 19-credit program includes the option for an internship. Students may be able to arrange the internship with their current employer, and the program will also provide assistance in matching students with internships in their home location. Applicants must have a bachelor's degree from an accredited college with a GPA of 3.0 or higher. While their degree can be in any field, applicants must have at least two years of experience in an organization related to GIS. Applicants should have taken basic courses in statistics, cartography, and at least high school algebra or a higher math. Students can enter the program in the fall, winter or spring term.

Penn State's World Campus and Eberly College of Science offer an online Graduate Certificate in Applied Statistics designed for professionals who want to gain skills in statistical analysis and learn industry software such as Minitab, R and SAS. Applicants should have a bachelor's degree with a minimum GPA of 3.0. Applicants should have completed at least one undergraduate course in statistics and should know matrix and linear algebra. GRE or GMAT test scores are not required for admission to this program. To earn the certificate, students must complete 12 credits, including two required courses and two electives selected based on career goals. The certificate can be a stand-alone credential or used as a first step towards a master's degree.

Penn State online offers a Graduate Certificate in Business Analytics that requires three courses, with each course taught one semester each year. All students enter the program in the fall semester. Applicants must have a bachelor's degree with a GPA of at least 3.0. While no major is specified, applicants must have knowledge or experience in a quantitative field such as science, engineering or business. The admission committee looks at previous coursework and work experience when considering applicants with degrees outside those areas. Applicants must be familiar with applied statistics, either through coursework or work experience. Students may submit GMAT or GRE scores to help build a case for admission. Credits from this certificate can be applied to the Master of Science in Data Analytics.

Purdue University's Department of Statistics has an online Graduate Certificate in Applied Statistics designed for scientists in any field who want to acquire an in-depth background in statistics. The coursework is also appropriate for people in industry who want to increase their understanding of statistics. Applicants must have an undergraduate degree with a GPA of at least 3.0. The curriculum includes four courses, or 12 credits, in statistics classes. Before beginning the program, students must meet the prerequisite of coursework in statistical methods and in applied regression analysis, which may be met by taking two classes through Purdue or by equivalent coursework.

The Graduate Certificate in Data Science offered by Regis University uses the Hadoop ecosystem of software products for practical, hands-on assignments. Coursework is delivered online in eight-week sessions. Applicants must have a bachelor's degree, and while no specific major is required, students who enter the certificate program will need to have knowledge or experience in database applications, computer networking, programming, and system design and analysis. The admissions committee will assess each student's background in these areas and may require prerequisite classes. Applicants must submit official college transcripts, a resume, and an admission essay. They may be interviewed by faculty. The curriculum includes four courses, for a total of 12 credit hours.

Rochester Institute of Technology offers an online option for students who want to earn an Advanced Certificate in Applied Statistics. The program is appropriate for scientists, engineers, analysts and other professionals who need a statistical background for their work. Applicants must have a bachelor's degree with a GPA of 3.0 and must show a background in math and statistics, including two courses in probability and statistics. GRE scores are not required but students may submit them if the scores strengthen their applications. Before entering the program, students need to be familiar with Minitab, R, or SAS statistical software. The curriculum includes two required courses plus electives for a total of 12 credits.

San Jose State University offers a Certificate in Business Analytics designed for business professionals and graduate students interested in data-driven decisions in any area of business. The program can be completed entirely online in less than a year. Applicants should have a bachelor's degree with a GPA of 3.0 in their upper division coursework, and no applicants with a GPA under 2.5 will be considered. Before entering the program all students must have completed a college-level statistics course. To complete the certificate, students must pass four required courses, which are delivered in an eight-week asynchronous format. Students may enter the program in the fall or spring semester. Students might be permitted to apply the credits to a degree program at San Jose State.

South Dakota State University has a Certificate in Data Science that is designed for students with a variety of backgrounds, ranging from engineering to economics and the physical sciences. All classes for the program are offered online at least once per year. To earn the certificate, students must complete four required graduate-level classes. In addition to a bachelor's degree, applicants must have completed an introductory course in statistics. The college also strongly recommends students gain statistical programming experience working with R, SAS, and SQL before attempting this program. Students with those prerequisites can complete the program in four semesters, and those who need to take statistical programming classes can finish in five semesters.

Stanford's Center for Professional Development offers an online Graduate Certificate in Data Mining and Applications that is designed for strategy managers, medical and scientific researchers, data analysts, social science researchers, and advertising and marketing personnel. The certificate requires students to complete three courses, beginning with a course in data mining that they must complete with a grade of B-plus or higher to stay in the program. Applicants must have a bachelor's degree with a GPA of 3.5 or higher. Prerequisites include at least one undergraduate course each in statistics or probability, linear algebra, and computer programming. Students typically complete the certificate in one to two years; they are required to do all the work within three years.

Stanford's Center for Professional Development offers a four-course Graduate Certificate in Mining Massive Data Sets designed for professionals who work with large amounts of raw data, such as software engineers, statisticians, predictive modelers, data miners, and those who perform market research and analytics. Applicants should have an understanding of basic computer science principles and be able to write "a reasonably non-trivial" computer program. Prerequisites include understanding algorithms, data structures, linear algebra, and basic probability theory. A background in computer systems, artificial intelligence, statistics, or database systems is suggested. Students may enter the program in any academic quarter that a relevant course is offered online. On average, students complete the certificate in one to two years.

Students seeking the Certificate of Advanced Study in Data Science through Syracuse University's School of Information Studies can specialize in data analytics, data storage and management, data visualization, or general systems management. Students can complete the program entirely online, and they may pursue the certificate as full-time or part-time students. Applicants must have a bachelor's degree (no major is specified) and must submit official transcripts. A personal statement and resume are required, but applicants do not need to submit GRE scores. The curriculum includes 15 credits, with six credits in core required classes and nine credits from electives, which may be selected from a variety of areas to suit a student's specialization. Students may enter the program in the fall, spring, or summer semester.

Texas A&M University offers a Graduate Certificate in Applied Statistics through its online learning program. Certificates are available for several emphasis areas, and students interested in data analytics can take the program offered jointly with SAS that has an applied emphasis. The program requires students to complete 12 credit hours, or four classes. Students in the SAS program can choose from five courses. Applicants to the certificate program must have a bachelor's degree and must have passed at least two levels of calculus. They also need to know matrix algebra. Applicants must submit two professional references and a statement of purpose. Online courses follow the same calendar that TAMU uses on campus, and exams for online students require a proctor.

The College of St. Scholastica has a graduate-level Health Informatics Certificate that is offered in a completely online format. The 18-credit certificate requires students to complete six courses. However, before taking the program, students are required to complete a foundational course in statistics. Students who complete the certificate can apply all the courses to the Master of Science in Health Informatics program at St. Scholastica. Applicants should have a bachelor's degree from an accredited school with a GPA of at least 3.0. Applicants must submit official transcripts of all college work, including a transcript that shows they have taken the statistics prerequisite if that requirement has already been met. St. Scholastica has five start times each year.

The University of Texas at Dallas offers a Graduate Certificate in Business Intelligence and Data Mining that students can complete online. Offered jointly by the Naveen Jindal School of Management and SAS Institute, the program incorporates the latest technology from SAS. The curriculum requires students to complete four graduate-level courses, and students may enter the program in the fall, spring, or summer term. The program is open both to students who are currently enrolled in UT Dallas and to non-degree-seeking students. Applicants must have a bachelor's degree, but they are not required to submit any test scores. International students are not allowed to enroll as non-degree-seeking students.

The University of Arizona offers a Graduate Certificate in Business Intelligence & Analytics (Certificate NDP) that can be completed entirely online. The program is designed for IT professionals, business analysts, project managers, marketing analysts, researchers, and others whose job involves analyzing data for business decisions. Applicants should have a bachelor's degree with a GPA of 3.0 or higher, although students with a lower GPA may be granted probationary admission. Standardized test scores are not required for this program. The curriculum includes three courses, for a total of nine credits, and students are required to maintain a 3.0 GPA to complete the certificate.

The Department of Information Science at the University of Arkansas at Little Rock offers a Graduate Certificate in Data Science designed for professionals seeking basic training in data science. The 12-credit program is offered online. Lectures are webcast live from the on-campus class meeting, held on weekday evenings, and also recorded for later viewing. The certificate program is open to anyone with a bachelor's degree, although the university recommends a background in computer programming, database concepts, and statistics, or professional experience in information analysis. Students seeking regular admission to use the certificate as a stepping stone to a master's degree must have an undergraduate GPA of 3.0 and prerequisite courses in object-oriented technology, database concepts, and statistical methods.

The Sam Walton College of Business at the University of Arkansas has an online option for students who want to earn a Business Analytics Graduate Certificate. The program starts in the fall and runs for two semesters as students complete nine credits in required coursework and a three-credit elective. The program is open to students with a bachelor's degree in business or any other field. Applicants must submit a resume, official transcripts from any colleges attended, three recommendations, and a statement of purpose outlining how the certificate will help the applicant achieve his or her career goals. Students who complete the certificate have the option of transitioning into the university's Professional MIS program.

The University of California, Irvine has an online Graduate Certificate in Business Intelligence & Data Warehousing offered through the Division of Continuing Education. The program is designed for data systems modelers, IT managers, business analysts, database administrators, data architects, and chief information officers whose job requires taking data from multiple databases or sources and combining them to generate reports and other information. Professionals who request this kind of data are also welcome in the program. The curriculum includes three classes, which must be taken in order. Members of the advisory committee for this program represent organizations such as Northrop Grumman, Pacific Life, Capital Group, Experian, and Numen Consulting.

The Division of Continuing Education at the University of California, Irvine offers an online Graduate Certificate in Data Science that provides students with basic skills needed for data science and allows practitioners to broaden their skills. The program is aimed at professionals in a variety of industries and job roles that involve understanding large amounts of data, such as data engineers, data analysts, business analysts, researchers, statisticians, database administrators, and computer scientists. To earn the certificate, students must complete 15 credit units, with six required units and nine elective units. Students must complete all the requirements within five years. The Division of Continuing Education allows students to combine some credits to earn both the Data Science and Predictive Analytics certificates.

The University of California, Irvine offers an online program leading to a Graduate Certificate in Predictive Analytics. The program is designed for professionals in a variety of industries who want to use predictive analytics to improve business performance. The program is open to working professionals with backgrounds in areas such as business analytics, marketing, business intelligence, web analytics, data mining, and data warehousing. The curriculum includes five required courses and three electives, for at least 16 units or 160 hours of instruction. Students must complete all the work within five years of starting the program. The program advisory committee includes representatives from Abbott Analytics, Elder Research, Statsoft, Predictive Analytics World, and Digital Analytics.

The University of Chicago has an online Business Analytics Certificate that students can complete in two semesters. The curriculum includes four classes, two focused on business intelligence and two focused on business analytics. Each course has asynchronous online content that students can access 24/7, and a weekly synchronous meeting between instructor and all students in the class. The live sessions last for an hour. Students work on some problems independently and on some as part of a virtual team. Applicants must have a bachelor's degree from an accredited college. All applicants must submit a personal statement and a resume, but no standardized tests are required. Students are admitted on a rolling basis.

The University of Delaware's Center for Bioinformatics and Computational Biology has a new online Graduate Certificate in Applied Bioinformatics that is designed for working professionals who want to expand their knowledge of the field. The curriculum includes four courses, which can be taken in any order. Two courses are offered every spring or fall, so students can finish the program in as little as a year. Applicants must have a bachelor's degree from an accredited college with a GPA of at least 3.0. The degree should be in a discipline related to biology, computing, or math. Applicants must submit official transcripts, two recommendations, a resume/CV, an application essay, and GRE scores. Credits earned from the certificate can be applied toward a master's or Ph.D. program.

The University of Illinois at Chicago offers an online IBHE-approved post-master's Certificate in Health Informatics. Applicants to the program must have a master's degree from an accredited school, and an MBA must be from a school accredited by AACSB International. Applicants must have a GPA of 3.0 or higher on terminal degree work and are required to submit official transcripts from all colleges attended. Additionally, applicants should have at least two years of work experience in a relevant industry. All applicants are interviewed by phone before a decision is made on acceptance. Applicants may be required to take three prerequisite classes. The curriculum for the certificate includes seven courses worth 24 credits.

The University of Illinois at Springfield has an online Graduate Certificate in Business Intelligence that students may earn as a stand-alone credential or as part of their work toward a Master of Science in Management Information Systems or another master's program. Applicants must have a bachelor's degree with a minimum GPA of 2.5. Applicants to the MIS program must have two semesters of accounting classes, a semester of statistics, and the ability to program in a high-level language such as C++ or Java. To earn the certificate, students are required to complete three graduate level courses, which may have prerequisites of their own.

Students who already have a master's degree in another field can gain competency in health informatics by earning a Post-Master's Certificate in Health Informatics from Kansas University. Classes for this 19-credit program are offered online, and students can arrange to take the mandatory practicum at a location near their home. The curriculum includes five classes and the practicum. Students who complete the program should be prepared to sit for a certification exam as an expert informatician. Applicants must have a master's degree with a GPA of 3.0 or higher. Application materials must include official transcripts from all colleges attended, three recommendations, resume, and personal essay. Applicants will be contacted for an interview and must pass a criminal background check.

The Department of Computer Engineering and Computer Science (CECS) at the University of Louisville offers an 18-credit Graduate Certificate in Data Mining that students can earn in an entirely online format in as few as 12 months. The curriculum includes three required CECS courses and three electives that students can select from a list of relevant math and CECS course offerings. Applicants must have a bachelor's degree in a technical field and must have had classes in probability and statistics, algebra, and discrete math. While knowledge of SAS and SAS Enterprise Miner are not listed as prerequisites, the department notes that these will be used in the coursework.

The University of Maine has a Graduate Certificate in Geographic Information Systems that students can complete entirely online. The program requires students to complete five courses, including three core classes and two electives. All required classes should be available online at least once in any two-year period. Course content is largely asynchronous, but there may be some instructors who hold a discussion session where students need to be online at a set time. Applicants should have a bachelor's degree with a GPA of 3.0 or higher. Applicants must submit undergraduate transcripts, a recommendation, and an essay. Students may be able to transfer credits to fulfill an elective, but the core courses must be taken through the University of Maine.

The University of Maine offers a Graduate Certificate in Information Systems that students can complete in an entirely online environment. The program requires students to complete five designated courses, which are offered frequently enough that a students can complete the certificate in two years. Students interested in the certificate must formally apply and follow the admissions requirements for the Master of Science in Information Systems program. Applicants should have a bachelor's degree with a 3.0 GPA and must submit GRE scores. Official transcripts and three letters of recommendation are also required. Students must complete work toward the certificate within six years.

The University of Massachusetts Boston offers a Graduate Certificate in Business Analytics through the College of Advancing and Professional Studies. The program is offered entirely online. The curriculum includes four three-credit courses, although students may be required to take prerequisite courses in statistical analysis and database management before beginning the classes needed for the certificate. Applicants must have a bachelor's degree, but no particular major is required, and at least three to five years of relevant work experience. Applicants must submit official college transcripts, a resume, statement of intent, and three letters of recommendation. Most of the courses offered by UMassOnline are delivered in an asynchronous format.

The College of Management at UMass Boston has a Graduate Certificate in Business Analytics that students can complete in an entirely online format. The curriculum consists of four courses, although students may be required to take prerequisite courses in statistical analysis and database management, depending upon their work and academic background. The program is intended for professionals interested in business and decision analytics, and applicants should have at least three to five years of relevant work experience. Applicants must have a bachelor's degree, but no particular major is required. Applicants must submit official transcripts of all college work, a resume, three letters of recommendation, and a statement of intent. Standardized test scores are not required.

The University of Nebraska-Lincoln offers an online program leading to a Graduate Certificate in Business Analytics. The certificate program is open to business professionals who want to learn about Big Data. Students in UNL's MBA program may take the classes for a specialization in business analytics, and other graduate students can use the courses for a minor in business analytics. The curriculum features four courses. The first course is offered in the spring, fall, and summer. Students may take the other three courses in any order. Applicants to the certificate program must have an undergraduate degree and must have passed an introductory course in statistics at the undergraduate level. Students interested in the certificate program must complete the UNL application for graduate study.

The University of New England offers a 100-percent online Graduate Certificate in Health Informatics that requires six courses. The courses are delivered in eight-week sessions, with two sessions offered each semester. Students who take one course per session can complete the certificate in one year of study, and students are allowed to take more than one class at a time to finish the program at a faster pace. The program is open to applicants with a bachelor's degree from an accredited school who have a GPA of 3.0 or higher. No specific undergraduate major is required. The university recommends that students complete an introductory class in statistics or research before starting the program. Students may enter the program in the spring, fall, or summer semester.

The University of New Hampshire has a Graduate Certificate in Data Science that is designed to give professionals advanced skills in coding and data analytics. People most likely to benefit from the programm are individuals in work roles such as business analysts, financial analyst, data analyst, computer programmer, researcher, statistician, marketer, or database administrator. Applicants must have a bachelor's degree with a GPA of 3.0 or higher, but the degree can be in any discipline. Applicants must submit two recommendations, a resume, and a personal statement. The online curriculum includes four courses that focus on applied learning through guided instruction and case studies. Courses are delivered in an asynchronous format.

The University of North Carolina Greensboro offers an online Graduate Certificate in Business Analytics that is designed so that professionals in all fields and business functional areas can increase their understanding of the tools and capabilities of business analytics. UNCG has partnered with SAS for this program, with SAS providing software for hand-on experience and instruction. Students are also able to use SAS materials through the Teradata University Network. Applicants must have a bachelor's degree, but no particular field of study is required. They must also submit official transcripts, a statement of purpose, resume, and three recommendations. The program has four required classes, all available online. Students may take optional electives, but they are only offered on campus.

The University of North Dakota has a Graduate Certificate in Geographic Information Science designed to give students from varied backgrounds the foundational knowledge and technical skills to seek a job in GIS. The 12-credit program is offered entirely online with no requirements for students to ever come to campus. Applicants must have a bachelor's degree from an accredited school with an overall GPA of 2.75 or a GPA of 3.0 for their last two years of college. The program is open to students whose degree is in any discipline, although most applicants have some sort of science degree. Students can only enter the program at the start of the summer term, and they can complete the program in one year. Courses follow the semester calendar.

The University of Phoenix's College of Information Systems and Technology offers an online program leading to a Graduate Certificate in Business Analytics. Students must complete 18 credits, which include both required courses and electives. Many of the courses for this program are aligned with various industry certifications, such as SAS Base Programmer Certification and some Oracle certifications, and the courses can also help students prepare for those certification exams. The University of Phoenix requires applicants to graduate programs to have a bachelor's degree with a GPA of at least 2.5. Applicants must submit official transcripts from all colleges attended.

Portland University has a Business Analytics Certificate that is designed for students who already have a bachelor's degree or master's degree in business. Offered by the Pamplin School of Business, this is a STEM-designated program. All students must take four specific courses to earn the certificate. Applicants must have an undergraduate or graduate degree from an AACSB-accredited school. Applicants must also submit a current resume and official transcripts from all colleges and universities attended previously, but no standardized test scores are required. This is a 12-credit program with courses offered online. Students may enter the program in the fall, spring, or summer semester.

The University of South Dakota has an online Graduate Certificate in Business Analytics. The curriculum requires students to complete five courses, for a total of 15 credits. These graduate-level courses have prerequisites including undergraduate classes in calculus, information systems, and statistics. Applicants must have a bachelor's degree with a GPA of at least 3.0. Applicants must submit official transcripts from all the colleges they attended as undergraduate or graduate students. The application packet should also include a statement of purpose and resume. Credits earned for the certificate can be applied toward an MBA with a business analytics specialization.

The University of St. Francis offers a Graduate Certificate in Business Analytics that requires students to complete four courses, for a total of 12 credits. Students who complete the certificate can apply the credits toward an MBA or Master of Science in Management from the University of St. Francis. Applicants to the certificate program must have an undergraduate degree with a GPA of 2.75 or higher and must submit an admission essay and two letters of recommendation. Applicants must have at least two years of full-time employment in a management position, although that requirement may be waived based on the applicant's GMAT scores.

The School of Computing at the University of Utah offers a Big Data Certificate that requires students to take five courses. At least four of the classes must be core courses, and students may take a fifth core course or an elective selected from a list. Applicants who are not affiliated with the university must apply as a non-matriculated student. They must have graduated from high school at least three years ago, be a U.S. citizen, and have a GPA of at least 2.6 for the last college attended. Students may enter the program in the spring or fall semester. All classes in the program require some knowledge of programming, but no specific language is needed. Anything from C to Python will do.

The David Eccles School of Business at the University of Utah has a Graduate Certificate in Information Systems that is designed to provide students with maximum flexibility in selecting courses. The certificate requires 18 credit hours but there are no core classes so students can select courses from the Master of Science in Information Systems program. Students have up to three years to complete the requirements, and full-time students can finish in two semesters. Applicants must have a bachelor's degree from an accredited college with a GPA of at least 3.0. There is no need to submit GRE or GMAT scores, and the program has no prerequisites. However, some courses may have prerequisites. Students may start in the spring or fall semester.

Students who enroll in the Certificate in Data Science program from the University in Washington end the eight-month program with an online competition to solve a real data science problem. The three courses for the program are offered online and must be taken in a prescribed order. Applicants must pass the university's data science qualifications assessment quiz (available online) and have a background in databases and SQL. Applicants should have at least a year of experience using a programming language such as Java, R, or Python. Applicants are also required to understand basic concepts of statistics and linear algebra. Students may enter the program in the autumn, winter, or spring quarter. The advisory board for this program include representatives from Microsoft, Amazon and Salesforce.

The Lubar School of Business at the University of Wisconsin Milwaukee offers an online Graduate Certificate in Business Analytics. Applicants should have a bachelor's degree with a GPA of 2.75 or higher. Students can earn the certificate by itself or combine it with an MBA or Master of Science in Management from the Lubar School of Business. The 15-credit program has one required core course and a list of five courses that students can select their four electives from. The university may accept up to three transfer credits for this program. Students must complete all the work toward the certificate in three years.

West Virginia University offers a Certificate in Applied Statistics that allows students to take a specialized track in an area of study. Students take two statistical methods classes and three courses from a track. The methods classes and certain tracks are available to online students. Tracks available online include: SAS, data science, and modeling. Students can also propose a customized track. All students must complete a capstone that requires applying statistical methods to data and creating a report. Applicants for the certificate program must have a bachelor's degree with a GPA of 2.75 or higher. All applicants must have passed a college algebra course, and WVU recommends applicants complete single and multi-variable calculus classes before attempting the certificate.

Bentley University offers a Graduate Certificate in Business Analytics for students who want to gain a deeper understanding and more skills in the field. The curriculum includes two core courses, a methodology elective, and an application elective. Many of the courses have additional prerequisites that they must meet before they can enroll in the class. Students have up to five years to finish the certificate. Because students in the certificate program enroll in the same classes that master's students take, they must meet the same admissions requirements as master's students. Applicants must submit transcripts, resume, GMAT or GRE scores, and two recommendations. Students who earn a certificate may be able to apply credits some of the credits toward a master's degree.

Bentley University's McCallum Graduate School of Business offers a Graduate Certificate in Marketing Analytics designed for students who want to gain new professional skills. The curriculum requires students to complete five courses, including three required marketing courses, one quantitative course, and one marketing elective. The program has three prerequisite courses that must be completed as foundation courses if a student has not already completed equivalent coursework in managerial statistics, marketing management, and economic environment of the firm. Because certificate students are in the same classes as master's degree candidates, certificate applicants must meet the master's program admission requirements, including submitting GRE or GMAT scores.

Students who complete the Graduate Certificate in Data Analytics at Bryant University also receive a certificate in data analytics from SAS, whose tools are used extensively in the program. This is a 12-credit program that requires students to complete three core courses and a capstone that involves working with a large data set. Applicants must have a bachelor's degree and should have a background in statistics or quantitative analysis. Accepted students who do not have that background may have to take a self-paced, online statistics primer before they can start the program. This is a part-time program, with classes scheduled in the evenings. Two courses are offered in the spring semester and two in the summer semester.

Central Michigan University has a Graduate Certificate in Data Mining to provide training in the basics and applications of data mining for students from diverse academic backgrounds. This one-year program includes courses in math, computer science, and geographic information systems. Students in this program gain experience with current real-world applications. Students must complete 15 to 18 credits, including three core courses, to receive the certificate. Applicants must have a bachelor's degree with a GPA of 3.0 or higher, but any undergraduate major may be acceptable as long as the student has completed a course in statistics. Applicants are required to submit GRE scores.

The Monte Ahuja College of Business at Cleveland State University offers a Graduate Certificate in Advanced Business Analytics that builds upon what students learned in the program for the Graduate Certificate in Strategic Business Analytics. Students must complete the Strategic Business Analytics program before they can begin the advanced program. Each certificate requires students to complete 12 to 13 credits. The advanced certificate has four required courses, including a practicum, and one elective. Classes for both certificates use SAS and help to prepare students for SAS certifications. The program is designed for working professionals, and applicants must have a bachelor's degree and a working knowledge of statistics. Applicants must submit transcripts from previous college work. Classes are scheduled in the evenings at the downtown campus.

Cleveland State University has a Graduate Certificate in Marketing Analytics aimed at individuals who want a career in marketing analytics or planning. The curriculum requires students to complete four specific courses, for a total of 16 credits. Applicants for this program must meet requirements for admission into the MBA program, including a bachelor's degree with a GPA of 2.75 or higher. Applicants must submit GRE or GMAT scores and must have completed a graduate-level marketing course. Students who complete this certificate program and later decide to pursue a graduate degree from Cleveland State may be able to apply certificate credits toward a master's degree.

The Monte Ahuja College of Business at Cleveland State University offers a Graduate Certificate in Strategic Business Analytics that is designed for individuals who want to gain new job skills or knowledge so they can advance their career. The curriculum requires students to complete four specific courses. Classes use SAS and help to prepare students for SAS certifications, which can also assist a career. The program is designed for working professionals, and applicants must have a bachelor's degree and a working knowledge of statistics. Applicants must submit transcripts of previous college work, and they will be notified if they need to take any prerequisite coursework. Classes are scheduled in the evenings at the downtown campus, and most students attend on a part-time basis.

Creighton University's Heider College of Business offers a Business Analytics Graduate Certificate that is designed for working professionals. Classes are scheduled in the evenings, and students can customize the content through their selection of electives. The curriculum for the 15-credit certificate includes three required core courses and two electives from a list of approved classes. Applicants must have a bachelor's degree, but it can be in any discipline. Prerequisites includes proficiency in computer programming, learned in a class or on the job, and a course in statistics. Applicants must submit two recommendations, personal statement, and transcripts. Students who complete the certificate can apply the credits toward a Master of Science in Business Intelligence in Analytics.

The College of Staten Island of the City University of New York has an Advanced Certificate in Business Analytics of Large-Scale Data for individuals who want to prepare to work with large-scale databases. To earn the certificate, students must complete five required courses, which must be taken in a set order. Applicants should have bachelor's degree in business, economics, or a related field with a GPA of 3.0 or higher. Those who have deficiencies in academic background will be required to take leveling coursework. Prerequisites include ability to use a high-level programming language and undergraduate coursework in statistics, analytical methods, calculus, and economics. Students must pass an assessment test to determine if they have adequate preparation to enter the program.

Eastern Michigan University offers a Graduate Certificate in Healthcare Informatics that is designed to introduce students to the information systems and IT applications that are used in health informatics and provide an understanding of how they are related to management functions. The curriculum requires students to complete 18 credits, with 12 credits in required courses and six credits in restricted electives. Applicants must have a bachelor's degree with an undergraduate GPA of 2.7 overall or 3.0 for the last two years of study. Applicants are required to submit official transcripts from all prior colleges attended. Students can enter the certificate program in the fall, winter, or summer term.

The Graduate Certificate in Big Data Analytics from Florida Atlantic University has two tracks: business or computer science. The curriculum for either track requires four courses. Students in the business track take three business courses and one computer science data analytics course while those in the computer science track take three data analytics courses and one business course. Applicants should have a bachelor's degree in business or a related field or in computer science, engineering, or a related discipline. Applicants should have an undergraduate GPA of at least 3.0 and must meet the prerequisites for each class they take. Once accepted into the program, students must apply to FAU to be registered as a non-degree-seeking student.

George Mason's Volgenau School of Engineering has a Graduate Certificate in Applied Statistics designed for people who need to develop skills in data analysis and statistical methodology for their job in government or industry, and for graduate students in programs outside the Department of Statistics. The curriculum for this 12-credit program includes one core course and three electives selected from a menu of approved classes. Applicants must have a bachelor's degree with a 3.0 or higher GPA for their last 60 credits. The program is open to applicants with a range of undergraduate majors, but all applicants must have passed a statistics course; at least one semester of calculus is strongly recommended. Accepted students must have basic computer literacy.

George Mason University's School of Business offers a Graduate Certificate in Business Analytics that provides hands-on experience using software tools for modeling and other analytic techniques. This is a 12-credit program that has one required course and three electives that students can select from a short menu of classes. Applicants who are not currently enrolled in Mason's School of Business should have a bachelor's degree from an AACSB-accredited school and must show evidence of proficiency in statistics. Required application documents include transcripts, a resume, and a goals statement. Students can enter the program in the spring or fall semester.

The Volgenau School of Engineering at George Mason University has a Graduate Certificate in Data Analytics that is designed for students who work with large amounts of data in areas such as business analytics, cyber defense, intelligence, hearth care, and other fields. This is a 12-credit program that requires students to take four specific courses. Applicants must have a bachelor's degree with a GPA of 3.0 or higher for their final 60 credits. While the university does not require a specific undergraduate major, students with a background in math, engineering, computer science, IT, or business are best suited for this program. Students with work experience in data or analytics may also be admitted.

George Washington University's School of Business offers a Graduate Certificate in Business Analytics for individuals who want to learn advanced analytics techniques for working with large data sets. The curriculum requires students to complete four courses, including three required courses and an elective. Students must achieve a 3.0 or higher GPA and they must do all the required work within five years. Applicants are required to have a bachelor's degree from an accredited college or university, although there are no limits on undergraduate major. Admissions decisions are made based on academic history, recommendations, professional experience, and ability to handle graduate-level work. Applicants must submit transcripts, but standardized test scores are not required.

The Department of Biostatistics, Bioinformatics and Biomathematics at Georgetown University Medical Center offers a graduate-level Certificate in Biostatistics designed to help individuals already working in biomedical research expand their analytic skills. Full-time students can complete the six-course certificate in two semesters, but part-time options are also available. All students are assigned an academic adviser who will meet with them to discuss specific curriculum based on the student's interests and time available. Applicants must have a bachelor's degree with a GPA of 3.0 or higher; the university prefers 3.5 or higher. Prerequisite courses include linear algebra, multivariable calculus, and college-level statistics. Applicants must submit resume, official transcripts, three recommendations, and a statement of purpose. Students can enter the certificate program in the spring or fall.

Georgetown University offers a Certificate in Data Science that is designed for mid-level professionals. In this cohort-based program, students complete hands-on coursework and real-world projects. Classes meet on Friday evenings and Saturdays. To earn the certificate, students must complete eight courses over six months. Students who do not have much programming experience are encouraged to take courses in Python and SQL before starting work for the certificate. Courses for the certificate do not carry college credit, but students who complete all eight courses earn 10.80 Continuing Education Units (CEUs). Applicants must have a bachelor's degree and must submit an essay, resume, and letter of recommendation. Students can enter the program in the spring, summer, or fall.

Idaho State University has a Graduate Certificate in Geotechnology that students can pursue as a standalone credential or as part of a master's or Ph.D. program at Idaho State. To earn the certificate, students must complete 19 credits, including 14 credits in core courses and five credits in electives. Options for electives are quite broad, spanning everything from a geotechnology internship to independent problems in anthropology or biology to advanced GIS programming. Students plan their program of study with a faculty adviser. Applicants must have a bachelor's degree with a GPA of 2.5 or higher. Applicants with a GPA higher than 3.5 are exempt from submitting GRE scores. Certificate students may be eligible for an assistantship.

The Kelley School of Business at Indiana University has a Business Analytics Certificate that students can earn completely online. The curriculum requires students to complete four courses, which must be taken in a set order. Students can finish the program in 12 months. Applicants must have an undergraduate degree, but no major is specified, and the program does not require GMAT or GRE scores. Applicants are required to submit a resume, personal statement, letter of recommendation, and transcripts from all colleges attended. Students who decide to pursue an advanced degree can apply credits earned from this certificate to a Master of Science in Business Analytics or MBA from Indiana University.

The Graduate Certificate in Business Analytics program at Loras College uses a hybrid format. Each seven-week class incudes six weeks of live, synchronous online class meetings followed by a full weekend on campus for the last class meeting. The curriculum requires students to complete five courses, and the certificate can be completed in 10 months. Applicants should have a bachelor's degree with a 2.75 GPA and at least two years of experience in a professional or engineering role. While there is no required undergraduate major, applicants should have an understanding of economics, accounting, finance, management, and marketing. An interview is part of the application process. Students enter the program in September.

The Quinlan School of Business at Loyola University Chicago offers a Certificate in Business Data Analytics that will provide business professionals with the analytic skills and credentials they need for their job. The curriculum requires students to complete three required courses and two electives, and students may use the electives to focus on a specific application area. Courses meet once a week for 10 weeks on weekday evenings or Saturdays at the Water Tower Campus. Students can complete the certificate in nine to 12 months. Applicants must have a bachelor's degree, but it may be in any discipline. Before entering the program, students should have completed a course in statistics. Students can enter the program at the start of any quarter.

The Graduate Certificate in Geospatial Information Science - Advanced from Marshall University builds on the knowledge students gained in the basic GIS graduate certificate. Students who complete the advanced certificate learn to use advanced GIS techniques and apply them to analyze research questions in fields such as the social or natural sciences. The curriculum requires students to complete four courses, and most students can finish the work in two or three semesters. Certificate-only students must apply for admission as certificate/professional development students. They are required to have a bachelor's degree with a 2.5 or higher GPA, and they should have completed the GIS basic program. Students can start the program in any semester.

Marshall University's Graduate Certificate in Geospatial Information Science - Basic is designed to prepare students for a job involving GIS or remote sensing or to help them get ready for a doctoral program in GIS. As part of the program, students have the opportunity to gain hands-on experience through an internship or work-study program. To earn the certificate, students have to complete 12 credits of coursework. Students may enter the program in the fall, spring, or summer semester. Applicants should have a bachelor's degree with a GPA of 2.5 or higher and they are required to submit official transcripts of all previous college work.

Michigan Tech has a Certificate in Data Science that emphasizes broadly applicable skills in data analytics that students could apply in a range of areas. The program also touches on business acumen, teamwork skills, and communication skills. The curriculum requires students to complete four core courses and one elective for a total of 15 credits. Applicants must have a bachelor's degree in computer science, math, engineering, or a related field. The program requires students to have a solid foundation in computer programming, statistical analysis, information systems, and databases. Individuals who are not currently enrolled at Michigan Tech may apply for this graduate certificate program using the university's online application process. They must submit GRE scores, three recommendations, and a resume.

NYU's Center for Urban Science and Progress (CUSP) offers an Advanced Certificate in Applied Urban Science and Informatics. This 12-credit program focuses on applying informatics to urban challenges. Applicants should have a master's degree in a relevant field, or have a bachelor's degree in a relevant field and be working in a job related to the CUSP mission. Students currently enrolled in relevant master's programs at a CUSP partner university may also apply. Applicants should be proficient in single-variable calculus, basic programming, basic computer science, statistics and probability, and GIS and spatial analysis. Applicants do not need to submit GRE scores, but official transcripts, resume, recommendations, and essays are required. Students enter in the fall and complete the program in one year.

NYU's School of Professional Studies offers a Diploma in Healthcare Informatics for Clinicians that is open only to licensed or certified clinicians who hold at least a bachelor's degree in a health care discipline. The curriculum includes four required courses, and students can also sign up for an optional self-paced course covering long-term career management in the informatics field. Students will compile work product from their coursework into a health care informatics portfolio they can show potential employers. Applicants must submit their license, resume, two references, and an essay. Students can complete the program in as little as one semester, although they are allowed two years to complete all the requirements.

Northern Kentucky University has a Business Informatics Certificate designed for students who want to gain business informatics skills without completing a master's program. The curriculum requires students to complete six courses, for 18 credits. Two of the courses are considered foundation courses. Applicants must have a bachelor's degree with an undergrad GPA of at least 2.5, although the university does not require any particular undergraduate majors. Students seeking to waive foundation courses must have earned a grade of B or higher for those classes when taken previously. Certificate students who advance to the Master in Business Informatics program may be able to apply some certificate credits toward the master's program.

Northern Kentucky University offers a graduate-level Certificate in Health Informatics that requires students to earn 18 credits. The curriculum includes three core classes and three electives, which students can select from courses offered in the university's Master of Science in Health Informatics program. Some electives may have prerequisites. Applicants must have a bachelor's degree with a GPA of 2.5, either overall or for the last 60 credits, or must have a master's degree with a 3.0 or higher GPA. Applicants must also submit a personal statement and a statement about their abilities to use computer technologies. Students who complete the certificate and apply for the M.S. in Health Informatics must meet additional criteria.

Individuals who already have a master's degree in predictive analytics can take an in-depth look at industry-based applications through the Advanced Data Science Certificate offered by Northwestern University's School of Professional Studies. The curriculum requires students to complete four courses selected from an approved list, with topics including risk analytics, text analytics, sports performance analytics, and web and network data science. In addition to a master's degree in predictive analytics or a similar field, the program prefers students who have work or research experience in the field. The program has two prerequisite courses, covering the use of statistical models in predictive analytics and modeling practice. Applicants must submit statement of purpose, recommendation, resume, and transcripts. Students may enter the program in any quarter.

Oklahoma State University offers a Graduate Certificate in Bioinformatics that requires students to take interdisciplinary courses. All students must complete core courses in the areas of life science, statistics, computer science, and math. They must also take a foundational course in bioinformatics, take part in interdisciplinary workshops, and complete a capstone project that incorporates the interdisciplinary areas. In all, students must complete 16 credits. Applicants must have at least a bachelor's degree and it should be in a field related to bioinformatics, such as computer science, statistics, life sciences, or math. Applicants must submit GRE scores, official transcripts, resume, and a personal statement.

The OHSU-Portland State University School of Public Health offers a Certificate in Biostatistics that is designed for researchers, students in other programs, and working professionals who need basic- to intermediate-level graduate training in biostatistics. The program is also appropriate for those considering applying for a master's program in biostatistics. The curriculum requires 30 credits, including 18 in core courses and 12 in electives. Students must have completed at least one college course in statistics and should have an aptitude for math. Applicants must have a bachelor's degree with a GPA of 3.0 or higher and must submit three recommendations, resume, official transcripts, and personal statement. Students begin classes for the program in the fall.

The College of Business at Oregon State University has a Graduate Certificate in Business Analytics that is aimed at working professionals, including MBAs who want to refresh their skills and individuals who want to prepare for a new career. The curriculum requires students to complete seven courses that use a hybrid format, combining online content with in-person classes that meet in Portland or Corvallis. About 80 percent of coursework is online and asynchronous. Applicants must have a bachelor's degree with a GPA of 3.0 or higher and must have completed at least one college-level statistics class before starting work on the certificate. Students can complete the program in as little as one year. Certificate students may apply the credits toward an MBA in Business Analytics.

Penn State Great Valley has a Graduate Certificate in Data Analytics designed for students who need to learn to apply data analytics techniques across application domains. This is a 15-credit program with four required courses and one elective. Applicants should have a bachelor's degree with a GPA of at least 3.0 for their final two years of coursework. The program is open to students with a bachelor's degree in a quantitative field such as engineering, science, or business. Students with other degrees may apply and the admissions decision will be based upon their prior coursework. Applicants must submit transcripts, resume, and statement of purpose.

Portland State University has a Graduate Certificate in Applied Statistics that is open to individuals seeking a stand-alone credential as well as to graduate students in other disciplines who need a deeper background in statistical applications. This is a 24-credit program that requires students to take seven courses and complete a statistical consulting experience. Applicants must have a bachelor's degree with a background in math and statistics as well as in a field that uses statistical methods to analyze data and solve problems. Prerequisite classes include three terms of calculus, linear algebra, and a statistical methods course. Applicants should have an undergraduate GPA of at least 2.75. GRE scores are not required. The program has a rolling admissions policy.

The School of Business at Portland State University has a Graduate Certificate in Business Intelligence and Analytics that is designed for technical professionals. Courses for the 21-credit curriculum are taught by professors from the departments of engineering, system science, math, and business. The part-time program requires students to complete six courses. Applicants must have a bachelor's degree with a GPA of 2.75 or higher. They must submit transcripts from all previous colleges attended and a professional resume. Prerequisites include calculus I and II, linear algebra, and a course in statistics or applied statistics. Students may start the program in the fall or winter quarter and can complete the program in as few as three quarters.

Courses in the Graduate Certificate in Geographic Information Systems program at Portland State University apply towards nationally recognized GIS certifications such as GISP and ASPRS. This is a 20-credit program that includes introductory and advanced courses offered by the departments of Geography, Urban Studies and Planning, and Geology. Students take eight credits in core courses and labs and 12 credits in electives. Applicants should have a bachelor's degree with a 3.0 GPA, although students with a GPA of at least 2.75 may be admitted conditionally. An undergraduate introductory GIS course is a prerequisite. Applicants must submit transcripts, statement of purpose, and one recommendation. Students can enter in the fall, winter, or spring term and must complete all the requirements within three years.

Rochester Institute of Technology has an Advanced Certificate in Big Data Analytics designed for professionals who need to learn how to analyze Big Data and for students who need a formal qualification in the field. To earn the certificate, students must complete two required courses and two electives selected from a list of approved classes. Applicants should have a bachelor's degree with a GPA of 3.0 or higher in a field such as engineering, science, computers, or a related discipline. Either through academic credit or work experience, students must have a working knowledge of probability and statistics, a high-level computer programming language, and database systems.

The Helzberg School of Management at Rockhurst University grants a Data Science and Business Analytics Certificate. The program is designed for business analysts who need advanced skills, computer science professionals who want to work with analytics models, and quantitative professionals who want to work with large data sets. Students must complete six courses, and each course meets one night a week for eight weeks, so students can earn the certificate in about 15 months. Applicants must have a bachelor's degree and at minimum have taken a basic statistics course. Applicants must be familiar with any programming language and have a basic understanding of SQL. All students must submit transcripts from previous college work. Some certificate credits may be applied toward the MBA program.

The Helzberg School of Management at Rockhurst University has two graduate-level certificates that share a common data science core. After completing the three core classes, students take either a business intelligence or business analytics track, with either track requiring another three courses. Each class meets one evening a week for eight weeks, with students taking one course per eight-week term. Students can complete the certificate in about 15 months. Applicants must have a bachelor's degree and must have passed an introductory statistics course. They must be familiar with any programming language and coding environment, and must have a basic understanding of SQL. Students who decide to pursue an MBA at Rockhurst might be able to apply some credits from the certificate.

Individuals who already have an MBA but who want to update their skills or change the direction of their career to include data analytics can achieve that goal by earning a Post MBA Certificate in Analytics and Information Management from the Rutgers University Business School. The certificate program requires students to take at least five courses, but each course is an elective, so students have maximum flexibility in customizing the program. Students who earned their MBA from Rutgers can have the concentration added to their official transcript, and they can enroll simply by calling the school. Applicants who are not Rutgers Business School alumni must submit transcripts and a resume.

The Albers School of Business and Economics at Seattle University offers a Certificate in Business Analytics for individuals whose job requires them to analyze large amounts of data. This is an 18-credit program in which students take four required courses and one elective. One of the required courses is a capstone project, which requires students to work in teams to plan and carry out a real-life analytics project. Applicants must have a bachelor's degree from an accredited university and must be competent in statistics. They are also required to have at least two years of full-time work experience and must submit GRE or GMAT scores. Students may enter the program in any quarter and must attend an advising orientation before starting classes.

The Geospatial Center at Stony Brook University has an Advanced Graduate Certificate in Geospatial Science designed for working professionals or graduate students who want more knowledge and skills in the field of GIS and remote sensing. Full-time students can complete the 18-credit certificate in about one year. The curriculum requires nine credits in core courses and nine credits in electives. Options for electives include a teaching practicum, research, or internship, in addition to graduate level coursework. Some courses are available online. To apply for this program, potential students must have at least a bachelor's degree with a 3.0 GPA. Applicants must submit official transcripts, two recommendations, and an essay. Students may start in the fall, spring, or summer term.

The University of Tennessee at Chattanooga has a Graduate Certificate in Business Analytics that is designed for non-IT professionals who need data skills for their job or business. This is a four-course program cosponsored by SAS, and students who complete the program are prepared to take certification exams for SAS Base Programmer and SAS Advanced Programmer. Students get hands-on experience performing a real-life data project. Applicants should have a bachelor's degree with a GPA of 2.7 or higher. Standardized test scores are not required. Accepted students who have not taken a course in business statistics can take a non-credit, self-paced online module to meet that prerequisite. Students can complete the certificate in two semesters. Courses meet one evening a week for 15 weeks.

The University of Texas at Dallas has a Graduate Certificate in Geographic Information Systems that is designed to meet the needs of both newcomers and experienced professionals in the field of GIS. The curriculum requires students to complete five courses, including three required core courses and two electives selected from a restricted list. Students have up to three years to complete the requirements for the certificate. Courses for this certificate can be applied toward the Master of Science in Geospatial Information Sciences. The program is open to applicants with a bachelor's degree, who must apply to the School of Economic, Political and Policy Sciences as a non-degree seeking student. Applicants must submit transcripts from their undergraduate school.

Students who complete the Graduate Certificate in Geospatial Intelligence through the University of Texas at Dallas have met the requirements for GEOINT professionals set forth by the United States Geospatial Intelligence Foundation and may also be eligible for a certificate from the foundation. The graduate certificate requires students to complete five courses plus a one-credit capstone. Applicants must have a bachelor's degree and should have taken some courses in remote sensing, geospatial information technology, or computer science. They should also have background in at least one science that can be studied from a spatial perspective, such as geography, public health, or hydrology. Individuals interested in the certificate must apply to the school as a non-degree-seeking student.

The University of Texas at Dallas has a Graduate Certificate in Remote Sensing designed for individuals who want to gain skills in image analysis and understand the theories behind image acquisition. The skills are useful for individuals in fields such as meteorology, geography, ecology, and natural resources management. This is a 15-credit program requiring students to complete five courses. Applicants must have a bachelor's degree. A related undergraduate major is helpful for students who enter this program, but it is not a requirement for admission. Applicants must apply as non-degree-seeking students. Students can complete the program in as little as a year, but they have up to three years. Credits from the certificate can apply to the Master of Science in Geospatial Information Sciences.

Trocaire College offers a Certificate in Health Care Informatics for students who already have a bachelor's degree in a related field, such as health care, engineering, or computer science. The curriculum includes 35 credits in required coursework, and full-time students can finish the certificate in two semesters. Students may be able to transfer up to 15 credits from previous courses taken, credit for work experience in a related field, or through exams. Prerequisites include a course in biology and one in algebra. Students who complete the certificate should be prepared to take exams for professional certification such as Certified Healthcare Professional in Healthcare Information and Management systems. Depending on their bachelor's degree, graduates are prepared for jobs such as nursing informatics or bioinformatics.

The Carl H. Lindner College of Business at the University of Cincinnati offers a Graduate Certificate in Data Analytics for individuals who need to gain skills in working with data and using analytics techniques. The curriculum includes four core courses and two electives for a total of 12 credits. Applicants for a graduate certificate program must have a bachelor's degree from an accredited college, but no specific undergraduate degree is required. Applicants are required to submit a resume, statement of purpose, letter of recommendation, and transcripts from previous college work. Students may enter the program in the spring, summer, or fall semester.

The Lindner College of Business at the University of Cincinnati offers a Data Science Graduate Certificate that provides students with skills in data management and analytic techniques. The curriculum includes classes in business analytics, computer science, and information systems. Students must complete 15 credits in seven classes. Students gains hands-on experience and work on a team project in big data analytics. Applicants must have a bachelor's degree, but no major is specified. However, all applicants must have earned a B or better for undergraduate courses in database design and management, statistics, and programming in C++ or Java. Students can enter the program in any semester, although many of the courses are not offered in the summer.

The University of Colorado Denver has a Graduate Certificate in Applied Statistics that is designed for students who want to gain a background in data analysis for their job or to prepare for graduate school. The curriculum requires 13 credits, including two core courses, an advanced applications course, an elective, and a project that requires independent analysis which the student will present in a report and presentation. Applicants must have a bachelor's degree with a GPA of 3.0 or higher. While the degree does not have to be in math, applicants must have at least 24 credits in math, including 18 credits in upper-level math courses. Prerequisites includes three semesters of calculus, linear algebra, and probability.

The University of Delaware's College of Earth, Ocean, and Environment offers a Graduate Certificate in Geographic Information Systems with three tracks: technician, analyst, or developer. The certificate is designed for working professionals who want to assume a leadership role and seek certification of their specialty. The program is open to non-traditional students who want to learn or update their GIS skills for employment and to traditional students who plan to use GIS in conjunction with their area of study. This 12-credit program has one required course with the other nine credits selected from the specialty track. Applicants must have a bachelor's degree and must submit transcripts from previous schools, a statement of purpose, and two recommendations. Students can start the program in any semester.

The Daniels College of Business at the University of Denver offers a Graduate Certificate in Business Information and Analytics that is designed to provide maximum flexibility. To earn the certificate, students must complete 16 credits, selected from a list of approved courses. Classes generally meet in the evenings on a Monday-Wednesday or Tuesday-Thursday schedule. Students can complete the certificate in as few as six months. Students interested in the graduate certificate must apply as a graduate special status student, which requires a bachelor's degree, and they must provide transcripts. A student who completes a certificate and later enters a master's program at the Daniels College of Business may be able to apply the certificate credits toward the master's.

The University of Iowa offers a Graduate Certificate in Business Analytics that students can complete in about a year. The curriculum requires students to complete five courses, for a total of 15 credits. Courses are offered one evening a week for 10 to 12 weeks, and the program is available in Cedar Rapids, Des Moines, and Quad Cities. Applicants must have a bachelor's degree with a GPA of 2.5 or higher, and the program does not list any prerequisites. Applicants are required to submit a resume, statement of purpose, and two recommendations. Certificate students who are interested in the Master of Science in Business Analytics can use their certificate grades to meet the master's GPA requirements and apply the credits toward the master's degree.

The University of Iowa has a Graduate Certificate in Informatics with an emphasis on Bioinformatics and Computational Biology. The program is open to students who have a background in a science or technical area, such as math, engineering, physical science, or biological/life sciences. Additionally, all students who enter the program are expected to have a background in statistics and math. The certificate requires 21 credits. Students are required to take three core courses, two courses in bioinformatics, and two electives chosen from courses in informatics and bioscience. Applicants who are non-degree-seeking students must have a bachelor's degree with a GPA of 2.5 and must submit transcripts from prior college work, three recommendations, and a statement of purpose.

The University of Iowa offers a Graduate Certificate in Informatics with an emphasis on Health Informatics that is open to non-degree-seeking students as well as to students who are already enrolled at the university. This is an 18-credit program that requires students to complete two core courses in health informatics and at least one course each in informatics, programming, and databases. Non-degree-seeking students who apply for the certificate program must have a bachelor's degree, but the informatics department does not require any specific undergraduate majors. The informatics program does not have any prerequisite classes. Applicants must submit three recommendations and a statement of purpose. They will be assigned an adviser after admission.

The University of Kansas offers a Biostatistical Applications Graduate Certificate that is available as a post-graduate certificate for students not seeking a post-graduate degree. The curriculum requires students to complete four courses for a total of 12 credits. Students may be able to complete the certificate in a year or less, but they can take up to four years to finish the requirements. Students who have not taken an graduate-level introductory statistics class will need to complete that prerequisite before starting certificate classes. Applicants must have a bachelor's degree with a 3.0 GPA and should have passed three semesters of calculus with a grade of B or better. No credits from other schools can be transferred to the certificate program.

The Biostatistics Graduate Certificate program at the University of Kanas emphasizes application of specialized knowledge in statistical theory, providing students with the skills needed to perform their job. The curriculum requires students to complete three core courses and two electives in biostatistics. Students can complete the certificate in as little as a year, although they have up to four years. No credits can be transferred to this program. Applicants must have a bachelor's degree with a GPA of 3.0 or higher. Prerequisites include three semesters of calculus with a grade of B or higher, a course in a computer programming language, and at least one course in linear algebra, numerical analysis, or differential equations. Applicants must submit GRE scores and three recommendations.

The University of Louisiana Monroe has a specialized Post Baccalaureate Certificate in Mortgage Analytics that covers topics such as real estate law, business risk management, and data analysis. The certificate prepares students for careers with a financial institution. Applicants for this program must have a bachelor's degree, but no required undergraduate major is listed. Applicants should have an undergraduate GPA of at least 2.5 and must submit official transcripts and GRE or GMAT scores. The curriculum requires students to complete six specific courses.

The University of Southern Maine has a program leading to a Certificate in Applied Statistics. This program is designed for individuals who use statistics in fields such as business, industry, education, or government, and it is also helpful for students who need advanced undergraduate coursework in statistics before entering a master's program in statistics. The curriculum requires students to complete two required courses and four electives selected from a menu of approved math courses. Classes for this program are offered in the late afternoon to meet the schedules of working professionals. This certificate program is housed in the Math Department, whose chairperson handles applications to the program.

The Center for Geospatial Information Science at the University of Maryland has a Graduate Certificate in Professional Studies in Geospatial Intelligence for full-time and part-time students. The certificate requires four courses, and credits from the certificate can be applied to the professional master's program. Courses are available on campus or online. Applicants must have a bachelor's degree with a GPA of 3.0 or higher. The program does not require students to have a degree in any specific field, but students must have completed an introductory course in statistics and one in GIS and remote sensing before starting the program. GRE scores are not required. Work experience can be substituted for the GIS prerequisite. Students may enter in the spring or fall semester.

The University of Massachusetts Amherst has a Certificate in Statistical and Computational Data Science that is a joint project of the departments of statistics and computer science. This 15-credit, graduate-level program requires students to complete five courses, with at least two computer science courses and two statistics courses. Some of the courses may have prerequisites. Students who do not have a strong computer programming background should first take a one-credit bridge course that covers the basics of Python. If not currently enrolled at Amherst, individuals interested in this certificate must have a bachelor's degree and must register as a non-degree student, which requires submitting a non-degree application to the school. Students can complete the certificate in about one year.

The University of Memphis Department of Bioinformatics has a Graduate Certificate in Bioinformatics that is designed to provide students who have a technical background the training they need in genomics, statistics, and computer science to enter careers in personalized medicine, genomics, or data science. The curriculum requires students to complete five specific courses for 15 credits, and the requirements can be completed in a year. Applicants must have a bachelor's degree in science or engineering with a GPA of at least 2.75. Applicants are required to submit a personal statement and two letters of recommendation.

The University of Memphis offers a Graduate Certificate in Data Science that is open to non-degree-seeking students who want to gain skills in working with large data sets. This is a 12-credit program that requires six credits in core courses and six credits in approved electives. Applicants must have a bachelor's degree in computer science, computer engineering, math, statistics, or a similar field. Applicants must be proficient in a programming language like Java or statistical software such as R; a course in programming is a prerequisite for all the core courses. Applicants must submit a statement outlining their relevant academic and work experience in data analysis. Non-degree students must apply to the graduate school and the data science program, but GRE scores are not required.

Students who earn a Graduate Certificate in Business Intelligence from the University of Missouri - St. Louis select a concentration area: business intelligence infrastructure, digital strategies, predictive analytics, prescriptive analytics, or advanced computation. The curriculum requires students to take four core courses plus two electives in their concentration area. One of the required courses for all students is a practicum that involves working on a real business intelligence project. Applicants must have a bachelor's degree with a GPA of at least 3.0, but there is no restriction on what undergraduate majors are accepted. Applicants must submit GMAT scores and two letters of recommendation. Students must complete all the work for the certificate within six years.

The University of Nebraska Omaha has a Graduate Certificate in Data Analytics that is offered by the Department of Information Systems and Quantitative Analysis in the College of Information Science and Technology. The 15-credit curriculum for this program includes two core courses and three courses chosen from a list of approved electives. Applicants must have a bachelor's degree in a related field and at least a year of work experience in an information systems-related role. Applicants must submit a resume and writing sample. Prerequisites for the required classes include a course in applications and organization, a course in statistics, and a course in database management. Electives might have additional prerequisites. Completed courses may be applied toward a master's degree.

The University of Nevada, Las Vegas, has a Graduate Certificate in Data Analytics that is designed to provide students with basic statistical training and the ability to use related software tools for working with and analyzing data. The curriculum includes four required courses for a total of 12 credits. The program is open to individuals who are employed in a role that requires working with data. Applicants must have a bachelor's degree from an accredited school with a GPA of at least 2.75 overall or 3.0 for the last 60 credits. Applicants must submit transcripts of all college work completed.

Students who are considering a career or advanced degree in data analytics and individuals who need academic training in the field for their job can earn a Graduate Certificate in Analytics at the University of New Hampshire. This full-time, three-month program gives students hands-on experience working with real-world problems as they gain basic quantitative skills. The program uses a cohort format, and students attend classes five days a week from May to August. Applicants must have a bachelor's degree and must submit transcripts, two letters of recommendation, a personal statement essay, and a resume. GRE or GMAT scores are not required. The program uses a rolling admissions policy, and classes are at the Durham campus.

The University of North Carolina at Chapel Hill has a Graduate Certificate in Clinical Information Science that can be a stand-alone advanced specialty credential for professionals in health care or a related field. The curriculum requires students to take two core informatics courses and two clinical focus courses. Students also must complete an internship that gives them hands-on practice applying theory and methods to a real clinical data project. The program is open to full-time and part-time students, Applicants must have a bachelor's degree from an accredited college and must submit a resume, references, and a statement of interest. Admissions are made on a rolling basis, and students may enter the program in the fall, spring, or summer semester.

The Gillings School of Public Health at the University of North Carolina offers a Graduate Certificate in Public Health Informatics that can provide advanced specialized training to professionals working in public health or serve as a complementary credential to a UNC graduate degree program in public health or information. The curriculum requires seven credits in core courses, one elective, and a two-credit public health informatics practicum. Applicants must have a bachelor's or master's degree in a health-related field, or they may have a degree in another discipline if they have adequate professional experience in a health-related field. All applicants must have basic computer skills and must submit a resume and personal statement. A personal interview is required.

The University of North Carolina at Chapel Hill has a Health Care Informatics Certificate specifically designed for RNs. The certificate requires students to complete 13 to 16 credits in core courses and one or two electives. One required core course is an internship or residency in a clinical informatics setting. Courses are housed in the School of Nursing and the School of Information and Library Science. The nursing classes are hybrid style with in-person and online components while the SILS coursework uses an in-person format. Students can complete the certificate in one to two years. Applicants must have a Master of Science in Nursing with a 3.0 GPA and must be a licensed RN with at least one year of recent work experience.

The University of North Carolina Charlotte has a Graduate Certificate in Data Science and Business Analytics that is housed in the Department of Software and Information Systems. The curriculum for this 15-credit program includes three core courses and two electives, one selected from data science classes and one from business analytics classes. Applicants must have a bachelor's degree in a business, engineering, or scientific field with a GPA of 3.0 or higher. Prerequisites include a working knowledge of a higher-level procedural language, two semesters of calculus, and one semester of statistics. Accepted students who do not have a business background must take an online business fundamentals course before starting classwork. Students can start the program in the spring or fall semester.

The University of North Carolina Charlotte has a Graduate Certificate in Health Informatics that is designed for working professionals. Courses are delivered in the evening, and individuals may attend on a full-time or part-time basis. The curriculum, which can be completed in two semesters, requires students to pass five courses. Three are required core courses, and for the other two courses, students select a foundations track in either health (covering topics such as medical terminology) or informatics (which covers basic computer topics). Applicants must have a bachelor's degree in a health care field, life science, informatics, or a closely related field with a GAP of 2.75. GRE scores are not required. Credits from the graduate certificate can be applied towards UNCC's master's program.

The University of Rhode Island has a Graduate Certificate in GIS and Remote Sensing that gives students advanced training in using geospatial technologies to help analyze problems where location is a key element, such as environmental issues. Students will be able to practice their new GIS skills during class projects and specialty coursework. This is a 16-credit program with 13 credits in required classes and three credits in electives. Applicants must have a bachelor's degree from an accredited college, but the program does not require any specific undergrad majors. Applicants must submit transcripts, two recommendations, and a statement of intent. GRE scores are not required. Students can enter the program in the spring or fall semester.

The University of South Florida offers an Analytics and Business Intelligence Certificate for students interested in gaining new job skills. This is a 12-credit program that requires students to select four courses from a menu of approved offerings. Classes are held on the campus in Tampa. Applicants must have a bachelor's degree with a GPA of 3.0 or higher. No specific undergraduate major is required, but students should have passed a course in statistics and a course in databases or have substantial work experience in databases. Students can typically earn the certificate in two years, although they are allowed up to five years. Some credits from the certificate may transfer to a master's program.

The University of South Florida offers a Graduate Certificate in Business Analytics at its campus in Tampa. The 12-credit program is designed for students who want a job in business analytics. Applicants must have a bachelor's degree with an undergraduate GPA of at least 3.0. They must meet prerequisites for a course in statistics, one in marketing, and a graduate level course in accounting if they choose Analytics in Accounting as one of their electives. The curriculum includes two required core classes and two electives, selected from a list of three options. Candidates must complete all required work within one year. Up to 12 credits earned in this program may be applied to a graduate degree.

The University of South Florida has a Graduate Certificate in Statistical Data Analysis that is designed for professionals working in fields such as medicine, biological sciences, engineering, or business who need the skills to design experiments, analyze data, or otherwise interpret numerical information. This is a 15-credit certificate that requires students to complete four classes and an independent study. Classes are offered at the Tampa campus, and students should be able to finish the work for the certificate in five semesters. Up to 12 credits from this certificate may be eligible to be applied to a graduate degree. Applicants must have a bachelor's degree with a 3.0 GPA and must submit GRE scores. There are no prerequisites.

The University of Southern Maine offers a Certificate in Applied Statistics that is designed for professionals working in business, education, or government who need to gain skills in applied statistics. The program also welcomes undergraduate students who want to take advanced undergraduate coursework in statistics to prepare for a master's program. To accommodate working professionals, all classes for this program are scheduled in the late afternoons. The curriculum requires students to complete six courses. The two required courses are introduction to probability and statistical inference. After completing those classes, students select four electives from a list of approved courses. Adult students need to submit transcripts from high school and any colleges attended, resume, and personal statement.

The School of Business at the University of Southern Maine has a Certificate of Graduate Study in Business Analytics. Students must complete 15 credits, including 12 credits in four required courses and three credits in an elective selected from an approved list. Some of the required courses are prerequisites for other required courses, so students might need to take classes in a specific order. Applicants must have a bachelor's degree with a GPA of 3.0 or higher. Applicants are required to submit a statement of purpose. Certificate students who later enroll in the MBA program may be able to count some or all certificate courses toward the master's degree.

The University of Southern Maine has a Certificate of Graduate Study in Data Science to provide individuals with technical know-how and hands-on experience in big data analytics. For this 15-credit program, students must take two foundation courses, at least two of three core methodology courses, and one more course. All the requirements must be completed within six years of acceptance into the program. Applicants must have a bachelor's degree with a GPA of 2.75 or higher. Required application documents include one recommendation, resume, and transcripts from all colleges attended. Prerequisite classes are calculus II, probability, and statistical inference. Credits from the certificate can be applied toward the Master of Science in Statistics.

The School of Engineering at the University of St. Thomas has a program leading to a Graduate Certificate in Big Data. This is a 12-credit program that requires students to take four courses from a list of approved options. Students who complete the graduate certificate may apply the credits toward a master's degree program in software offered by St. Thomas. Applicants must have a bachelor's degree with a GPA of at least 2.7. The university does not specify a desired undergraduate major, but any student who enters the certificate program needs to have a working knowledge of Java and SQL. Students who do not meet those prerequisites will need to take courses in SQL and Java before starting coursework for the certificate.

Students who earn a Graduate Certificate in Business Analysis from St. Thomas University's School of Engineering gain both the technical and managerial skills needed to develop software for business analytics. This 12-credit program requires students to take four specific courses. Applicants must have a bachelor's degree with a GPA of 2.7 or higher, but no specific undergrad major is required. Applicants do not have to submit GRE or GMAT scores. Classes meet for one night a week or on alternating Saturdays for 14 weeks in the spring or fall semester. Summer classes meet two nights a week for seven weeks. Classes are held on the campus in St. Paul. Credits from the certificate may be applied to a master's program at St. Thomas.

The University of St. Thomas School of Engineering offers a Graduate Certificate in Healthcare Analytics designed for healthcare professionals who need skills in data analytics. The curriculum includes three required courses and one restricted elective. The coursework requires students to be proficient in SQL, and students without that proficiency must take a prerequisite course in SQL before starting the certificate progrram. Applicants must have a bachelor's degree in any subject from an accredited college. The university prefers an undergrad GPA of at least 2.7, but students who have a lower GPA may gain provisional admission if they have sufficient professional experience. Credits earned for this certificate can be applied to the master's program in software at the University of St. Thomas.

The University of Fraser Valley offers a Data Analysis Post-Degree Certificate for students who want to gain the practical skills needed for a career in business analytics. The curriculum requires students to complete 10 courses, or 31 credits, and students can complete the program in less than a year. Students will use R and SAS software throughout the program. Applicants must have a bachelor's degree and must have taken at least one course in programming, with object-oriented programming the preferred option. Students who have already completed an introductory statistics class can begin the program in September; other students start in July. Students complete the program in June.

The University of Utah School of Medicine offers a Graduate Certificate in Biomedical Informatics that provides a background in core informatics issues while allowing students to personalize the curriculum to gain more specialized knowledge in a subdomain area. The curriculum requires students to take two semesters of graduate seminar and one core course in informatics. The rest of the 15 credits are electives students select with approval of their faculty adviser to customize their education. Applicants must have a bachelor's degree with a GPA of 3.0 or higher. GRE scores are not required. Prerequisites for entrance include at least one basic class each in biology, statistics, and programming. Students may enter the program in the spring or fall semester.

The Graduate Certificate in Business Analytics at the University of Utah is designed for working professionals who want specialized knowledge in analytics and management. This 18-credit program is open to full-time and part-time students, and classes are scheduled in the evenings. The curriculum includes two core courses with the other 13.5 credits taken in electives. Students must complete all the requirements for the program in three years. Applicants must have a bachelor's degree with a 3.0 or higher GPA. Beyond GPA, the program does not have prerequisites, although individual classes in the program may have prerequisites. Applicants must first apply for non-degree-seeking admission to the university, then apply to the certificate program. Students can start the program in the spring or fall.

The University of Vermont offers a Certificate of Graduate Study in Complex Systems that can be taken as a stand-alone credential as well as by master's and Ph.D. candidates enrolled in university programs. The curriculum requires five courses, for a total of 15 credits, including two core courses and three electives taken from a list of approved courses. Individuals who wish to apply for the certificate program only must have a bachelor's degree and must submit transcripts, a description of relevant professional experience, three recommendations, and a resume. Prerequisites include classes in calculus, probability and statistics, and proficiency in any computer programming language (Matlab is recommended). Linear algebra is recommended but not required.

The Professional & Continuing Education program at the University of Washington offers a Certificate in Business Analysis that students can complete in five to eight months. The curriculum requires three courses, and students get hands-on experience through group simulations of business analysis problems. The program is approved by the International Institute of Business Analysis, and students who complete the program earn credit toward CBAP and CCBA certifications. Applicants should have a bachelor's degree or an associate degree with experience in a position that requires them to perform business analysis functions or experience in budgeting, team management, project management, or similar roles. Classes are offered in the evenings and on weekends in downtown Seattle and Bellevue.

The University of Washington Department of Professional and Continuing Education has a program leading to a Certificate in Business Intelligence: Building the Data Warehouse. The program is designed for database developers and administrators and requires students to take three courses. Students take one course per quarter and complete the program in about eight months. Classes are offered in the evenings in Bellevue and online. Applicants must have at least two years of college and two years of experience working for a medium to large organization or the public sector. Applicants must understand database applications and relational databases and must take an SQL self-test before entering their application.

The Economics Department at Valparaiso University offers a graduate-level Certificate in Applied Econometrics and Data Science Foundations Using SAS. Students will gain hands-on experience with analysis techniques such as forecasting and modeling using SAS statistical software. The curriculum for the 12-credit program requires students to complete two core courses and two electives selected from a short list of possibilities. Students may be able to transfer up to three credits from another university. Individuals intersted in this program must apply to the Valparaiso Graduate School as a non-degree-seeking student and meet all the requirements of graduate students, such as a bachelor's degree with a 3.0 GPA. Applicants must submit a statement of purpose, two recommendations and transcripts.

Villanova University offers a Graduate Certificate in Applied Statistics that is designed for individuals who work with statistics in a range of fields, from education to biotechnology. The curriculum requires students to take two core courses and three electives, allowing them to adapt the program to fit their personal or professional needs. Applicants must have a bachelor's degree and must submit a statement of purpose, two recommendations, and transcripts from previous college work. GRE scores are not required. Prerequisites for the program include three semesters of calculus (through multivariable calculus) and linear algebra. Students may not transfer credits earned at a different university to this program.

Worcester Polytechnic Institute's Graduate Certificate in Data Science is a six-course program that gives students some leeway in customizing the curriculum to fit their career interests. All students take one class each in integrative data science, mathematical analytics, data access and management, data analytics and mining, and business intelligence. The sixth class is an elective selected from all available data science courses. Should a student decide to pursue a Master of Science in Data Science at WPI, courses from this certificate can count toward the degree. Applicants for the certificate program must submit GRE scores, statement of purpose, and three recommendations. Students can start in the spring or fall.