MS Data Science at UNT: Fees 2026 Dates & Requirements

University of North Texas (UNT) Master of Science (MS) in Data Science is a two-year, full-time postgraduate programme in Denton, Texas, with Spring 2027 entry. Its bachelor’s admission threshold is GPA (grade point average) 3.2/4.0, approximately 70% to 75% for Indian applicants, subject to university assessment. Published 2026-27 tuition and fees are US$17,167 (INR 16.15 Lakhs) for 18 credits; the full 36-credit degree has no published fixed total.

The revised curriculum combines four compulsory technical courses with specialised electives and an applied project, internship or thesis route. Because admission requires programming and university mathematics, the course suits applicants who can already demonstrate quantitative preparation and want to develop a focused technical portfolio.

• Guided electives include generative artificial intelligence, software engineering for data scientists and text data processing.
• Departmental research resources include the Data Innovation Lab and Intelligent Information Access Lab.
• A dedicated career coach provides programme students with job-market preparation support.

Also Check: University of North Texas MS Data Science Admission

UNT MS Data Science Fees and Living Costs 2027

UNT’s 2026-27 international Data Science estimate covers 18 credits across a nine-month academic year, rather than the entire 36-credit degree. Spring entrants should use that published scope when arranging funds, because subsequent enrolment can extend into academic years with different charges.

Fee basis: Non-resident graduate Data Science, nine credits per semester, academic year 2026-27.

All INR conversions in the article use a conversion rate of US$1 = INR 94.0538 as of 08 November 2026. Rates fluctuate daily, verify before applying.

Source: UNT International Student and Scholar Services (2026-27 graduate cost estimate) and Data Science admissions.

• Use the Data Science differential-tuition row when requesting a funding assessment, because the general College of Information row belongs to a different fee category.
• The application fee begins the evaluation process, so submit complete supporting documents rather than treating payment as the final application step.
• Request a semester-specific bill before accepting a loan disbursement schedule, because the university’s academic-year estimate is not a programme payment timetable.

Cost of Living in Denton for MS Data Science Students

UNT estimates US$18,955 (INR 17.83 Lakhs) in living expenses and US$3,926 (INR 3.69 Lakhs) in other expenses for nine months. The second category includes books and insurance; monthly figures below are calculated by dividing each published allowance by nine.

Budget scope: Academic year 2026-27; monthly figures are planning averages, not quoted accommodation prices.

The published tuition, living and other components sum to US$40,048 (INR 37.67 Lakhs) for nine months. Adding the application fee, student-visa application charge and student-record fee gives a calculated US$40,658 (INR 38.24 Lakhs) starting budget.

The calculation adds US$75 (INR 7,054), US$185 (INR 17,400) and US$350 (INR 32,919) respectively to the university estimate. It excludes flights, costs beyond nine months and later fee changes, so it cannot serve as a confirmed two-year total.

Full-degree fees: UNT does not quote a fixed two-year international total on the checked programme and fee pages. Verify the target fee on the official fee page and obtain a study-plan estimate before fixing your borrowing amount.

Read More: Cost of Living in USA for International Students

Key insight: The published estimate funds only half the degree’s credits, so obtain costs for the remaining credits and uncovered living months before committing to a loan.

UNT MS Data Science Admission 2027

Spring 2027 and Fall 2027 are open for Data Science applications, while Summer 2027 is restricted to domestic applicants. For Indian applicants choosing the Denton route, academic eligibility and technical preparation are separate checks, so a qualifying overall grade alone does not establish readiness.

Academic requirements: The programme’s current admissions page publishes the following alternative grade thresholds and preparation requirements.

The Indian grade ranges are approximate planning equivalents, rather than UNT conversion rules. UNT makes the official equivalency decision, so applicants with three-year degrees or institution-specific grading should obtain a credential assessment rather than assume a direct percentage conversion.

The technical requirements favour an applicant who can connect dated coursework or projects to the named mathematical topics. Someone changing fields should identify missing Calculus II or programming preparation before applying, because the department describes this master’s as mathematics and programming intensive. The admissions checklist specifies no minimum employment period, so recent graduates should emphasise qualifying coursework and projects.

English Language Requirements

English language proficiency (ELP) must be established through an accepted route in UNT’s current international admissions policy. For Indian applicants, an English-medium degree letter alone does not meet the requirement, so check accepted evidence before paying for a test or requesting a waiver.

Current published test policy: Scores must come from a single administration and normally be earned within two years before applying.

UNT’s TOEFL wording is “79 (For exams taken before Jan. 21, 2026)” and “4 (For exams taken on or after Jan. 21, 2026)”. These are the university’s published scores for the respective versions; no score conversion has been calculated here.

• Allow for UNT’s stated processing period of up to 10 business days after score submission when assembling a Spring application.
• Do not combine results across sittings, because UNT excludes superscored TOEFL results and IELTS One Skill Retake.
• Indian school English marks or a medium-of-instruction letter should not be treated as an automatic waiver under the published policy.

Curriculum Fit for Spring 2027 Entrants

The structure effective from Fall 2026 onward requires 12 core credits, including Math and Statistics for Data Science alongside introductory, data-mining and machine-learning courses. Guided electives account for 18 to 21 credits, with another three to six credits assigned to the practicum, research project or thesis category.

Because those components must form a 36-credit approved plan, students should confirm how their chosen completion route changes the elective allocation. The updated list includes deep learning, generative artificial intelligence and software engineering, making a coherent specialisation more useful than unrelated elective choices.

Tip for Indian students: Map your transcript to linear algebra, Calculus II, probability and statistics, then use project evidence to demonstrate the programming knowledge required for admission.

UNT MS Data Science Application 2027

The programme’s Spring 2027 international deadline is 9 November 2026, and its admissions page also lists an open Fall 2027 application. Spring is a practical option for applicants with complete academic and English evidence; those needing additional preparation have a published Fall alternative.

Programme deadlines: These dates come from the Data Science admissions page, checked on 8 November 2026.

Summer 2027 is domestic-only on the programme page, so it is not an alternative entry point for an applicant applying internationally from India. UNT does not publish decision-release dates, interview stages or a time-of-day cutoff on this page; no foreign-timezone conversion can therefore be supplied reliably.

Use the official Data Science application instructions to reach the graduate portal and confirm the deadline attached to your chosen term. Because the Fall row is not international-specific, ask the department to confirm its applicability before relying on that date for overseas processing.

• Submit transcripts from every college or university attended, with the required degree evidence and translations where applicable.
• Prepare a curriculum vitae identifying at least one programming language and evidence of linear algebra, Calculus II, probability and statistics.
• Write the required experience statement with dated coursework, professional experience or training that demonstrates mathematical and programming proficiency.
• Arrange two electronic recommendation letters and pay the non-refundable application fee so graduate admissions can begin evaluation.

The experience write-up should explain how your evidence meets the department’s preparation requirements, rather than simply repeat job titles from your curriculum vitae. UNT also recommends describing your goals, career objectives and purpose, so connect those aims to the revised technical curriculum and intended completion route.

For applicants selecting Spring 2027, a submitted test score may still need up to 10 business days to appear in the university checklist. Confirm outstanding items with admissions before treating the file as complete, especially when recommendations or official score reports arrive separately.

After admission, UNT requires original official academic documents before registration and financial-support documentation for the immigration-document request. Because admission and visa readiness are separate steps, request the department’s processing guidance before paying for travel tied to a Spring start.

Application tip: Make the experience statement an evidence map for UNT’s named mathematics and programming requirements, then verify that both recommendations have reached the application portal.

UNT MS Data Science Scholarships 2027

Spring 2027 applicants should budget without an assumed scholarship, because the Data Science award found for this cycle has already closed. Conditional tuition benefits and research-travel support exist, but they require a qualifying appointment or activity rather than admission alone.

The Sinha Scholars Scholarship for Data Science lists US$1,000 (INR 94,054) for Fall 2026 and Spring 2027 disbursement. Its application deadline was 1 March 2026, so the published award cannot be presented as an open funding opportunity for a new Spring applicant.

Conditional Funding Routes

The Tuition Benefit Program provides a tuition supplement for eligible graduate employees. Its coverage is valuable only after an eligible appointment and departmental award, so request the written employment and benefit terms before subtracting anything from the non-resident budget.

• For the Tuition Benefit Program, seek an eligible graduate appointment and return the departmental agreement by the twelfth class day of each term.
• For a competitive scholarship waiver, obtain confirmation that a qualifying UNT award of at least US$1,000 (INR 94,054) also receives the discretionary resident-rate waiver.
• For the Graduate Student Travel Award, arrange an accepted research presentation, departmental support and two qualifying workshops before submitting the application.

Tuition benefits cover in-state tuition and mandatory fees with specific exclusions, including differential tuition, the international student fee and master’s advising fee. Instructional fees, programme fees and other charges are also excluded, so an appointment should not be interpreted as a complete fee waiver.

The Graduate Student Travel Award is capped at US$500 (INR 47,027), and it supports active research presenters rather than general conference attendance. For Spring 2027 travel, applications close on 18 November 2026, with results scheduled by 11 December 2026.

Students entering in Spring who develop a later presentation can examine the Summer 2027 travel cycle, which opens on 1 February 2027. Its application deadline is 19 March 2027, with results by 12 April 2027, and approval must precede travel.

These travel awards reimburse a defined academic activity, so they cannot fund the degree’s living-cost allowance or replace an admission scholarship. Likewise, the competitive scholarship waiver changes the applicable tuition rate; its financial value is not a separate cash scholarship of an invented amount.

Further admission-stage awards for a new international Data Science student are not confirmed on the college funding page. Use the official college funding page to check departmental opportunities and application routes, while keeping unawarded funding outside the loan calculation. The award pages publish calendar deadlines without cutoff times.

Also Check: University of North Texas Scholarships

Scholarship reality: The cycle’s published Sinha application deadline has passed, so assess Spring affordability using the gross international estimate unless UNT issues a written alternative award.

UNT MS Data Science Salary 2027

Course-cohort outcomes: The checked UNT Data Science pages do not publish a graduate salary, offer rate, employer distribution or cohort employment report. Applicants can assess the curriculum and work experience route, but the salary evidence below measures the wider occupation rather than this degree’s graduates.

External job-market benchmarks: US Bureau of Labor Statistics median annual wages for data scientists, May 2025, covering workers across experience levels.

Source: US Bureau of Labor Statistics, Occupational Outlook Handbook, Data Scientists, May 2025 wage data.

The sector differences show why a national occupational median cannot establish a new UNT graduate’s starting pay. Use these figures to investigate the industries behind your target roles, then obtain entry-level job specifications and actual offer terms before estimating loan repayments.

Take-home pay also depends on tax residency and deductions, so a gross occupational wage cannot be treated as disposable income. The official tax withholding estimator explains its eligibility limits and excludes people with nonresident tax status.

Building Employment Evidence Through the Degree

UNT’s practicum requires at least 18 completed credits before enrolment and a minimum of 120 clock hours. Students must locate a site, secure an offer and obtain departmental approval, so the practicum is an academic pathway with an approval process rather than an automatically allocated job.

The department advises starting the practicum search one semester before enrolment, which makes first-year course sequencing relevant to internship timing. Students pursuing the internship route should establish the required site and supervision arrangements before depending on that experience for a hiring portfolio.

The current degree structure also permits a capstone or thesis route, alongside electives in software engineering, deep learning and generative artificial intelligence. For industry-facing applications, this suggests choosing projects that demonstrate a complete workflow, while research-oriented applicants should discuss a focused question and supervision with an adviser.

Read More: Post-Study Work Options in USA

Return on Investment for Indian Applicants

Return on investment (ROI) cannot be calculated reliably from the published nine-month cost estimate of US$40,048 (INR 37.67 Lakhs) and an occupational median. A full-degree funding decision requires the remaining tuition, uncovered living months and an individual employment scenario, including a possible return to India.

• The 36-credit degree exceeds the 18-credit fee estimate, so obtain later tuition and living costs before setting the education-loan principal.
• The practicum starts after 18 credits and requires site approval, so fund the preceding study period without assuming internship income.
• Tuition benefits exclude named charges, so retain those costs until the hiring department confirms the exact financial support in writing.
• The potential post-study work window is conditional, so test repayment against an India-based offer as well as a US employment scenario.

ROI reality: UNT offers a structured route to technical project experience, but the occupational salary table cannot justify borrowing without a complete degree budget and an individual repayment scenario.

USA Visa for UNT MS Data Science Students 2027

UNT identifies Data Science as STEM (science, technology, engineering and mathematics), which is relevant to post-study employment eligibility. Eligible F-1 graduates may apply for OPT (Optional Practical Training) for up to 12 months. This authorisation permits degree-related work, while an eligible STEM extension can add 24 months, subject to qualifying employment and approval.

• For the additional 24-month STEM extension, confirm your immigration-document degree code and employer eligibility, including participation in E-Verify, before relying on the extended work window.
• For H-1B specialty-occupation sponsorship, the required wage is the higher actual or prevailing wage, so assess the role and location without assuming a national salary threshold.
• Permanent residence requires separate eligibility and visa availability, so this UNT degree establishes no fixed graduation-to-green-card timeline.
• An F-2 spouse or child may accompany an eligible student, but F-2 status does not permit employment, so dependent living costs need separate funding.

Check Out: USA Student Visa Application Requirements

Visa reality: The degree’s STEM designation supports a conditional extended work route, so verify the immigration-document classification and employment requirements before using US earnings in your repayment plan.