MSBAi Weekly Time Estimate — 4-Credit, 8-Week Course
Purpose: Reference model for weekly student time commitment in MSBAi 4-credit, 8-week courses. Used for student communications, AACSB credit-hour documentation, and faculty course design.
This is an estimate, not a mandate. Faculty should use this as a starting point and adapt to their course’s content, pacing, and student population. Actual time will vary by student background, course difficulty, and individual working style. The goal is a rigorous but sustainable commitment — see rationale below.
Program communication to students: 8-12 hours per week per course. Assessment structure: See design/assessment_strategy.md. Project milestones: See design/project_milestone_template.md.
Rationale: Why 8-12 Hours and Why It Matters
4-Credit AACSB Standard
| Metric | Value |
|---|---|
| Credits | 4 |
| Duration | 8 weeks |
| Direct instruction (live + recorded) | ~36 hours total (4.5 hrs/week × 8) |
| Student total hours | 64-96 hours (8-12 hrs/week × 8) |
| Program communication | 8-12 hours per week |
AACSB requires that credit-hour claims be defensible through documented learning activity. For a 4-credit course, the standard is approximately 45-50 total learning hours per credit — or 180-200 hours for a full semester course. For an accelerated 8-week format, the same total hours apply in a compressed window:
- Direct instruction: 36 hours (live sessions + recorded lectures + project video; 4.5 hrs/week × 8)
- Active student work: 36-60 hours (assignments + discussion + project, varying by week)
- Total: 72-96 hours per course — meets the 4-credit threshold
The 90+90 synchronous model (180 minutes live per week × 8 weeks = 24 hours) is the strongest element of the AACSB argument. It demonstrates real instructor-student contact time, not just asynchronous content consumption, and aligns with the on-campus 3-contact-hour model.
Benchmarks: Rigorous Online Programs
MSBAi’s 8-12 hours/week is consistent with peer programs at this credit level:
- MIT MicroMasters (Statistics and Data Science): 10-15 hrs/week per course
- Carnegie Mellon MSML (online): 10-12 hrs/week for 12-unit courses
- Georgia Tech OMSA: 8-12 hrs/week per 3-credit course
- Berkeley MIDS: 10-15 hrs/week per 3-unit course
MSBAi’s 4-credit, 8-week format is more intensive than a standard 3-credit 15-week course by design. The compression demands more weekly hours but fewer total weeks. This is intentional: the accelerated pace mirrors professional project timelines and builds the tolerance for ambiguity that analytics roles require.
What “8-12 Hours” Means in Practice
The lower bound (8 hrs) represents a student who:
- Attends both live sessions (Live + Project Studio/Tutorial, 90 min each)
- Watches recorded content at 1.25x speed
- Completes a straightforward weekly assignment
- Does the minimum viable project work for their milestone
- Uses the 30-min discretionary buffer for tool setup or office hours as needed
The upper bound (12 hrs) represents a student who:
- Reviews recorded content carefully with notes
- Participates actively in discussion and Project Studio
- Invests meaningfully in project quality
- Attends optional office hours regularly
- Has less prior background in the course topic
Faculty should design their courses so that a well-prepared student hits 8-10 hours, not 12+. If the course consistently requires 12+ hours, reduce content or extend the milestone timeline — not increase student burden.
Both the direct instruction total and student total time satisfy AACSB credit-hour standards for a 4-credit course delivered in an accelerated 8-week format.
Weekly Components
Fixed (every week, every course)
| Component | Time | Format | Notes |
|---|---|---|---|
| Live content session | 90 min | Synchronous — lead faculty | Weekly content delivery. May include guest speaker or case discussion at faculty discretion — no fixed schedule required. Optional but recorded within 24 hrs. |
| Project studio / tutorial | 90 min | Synchronous — faculty or experienced TA | Project-focused: live coding walkthrough, breakout rooms, peer feedback. Optional but recorded. TA may lead with faculty check-in. |
| Recorded lecture | 60 min | Asynchronous | Core instructional content for the week. Required viewing before studio. |
| Project-related video | 30 min | Asynchronous | Worked examples, demos, or walkthroughs relevant to the project. Lower shelf life — may need annual updates. |
| Readings / other media | 30 min | Asynchronous | As needed. Faculty set; 30 min is the recommended target. |
Active Work (student-produced each week)
| Component | Time | Format | Notes |
|---|---|---|---|
| Weekly assignment | 90 min | Individual | Follows weekly content: case, lab, exercise, or code challenge. Weeks 1-7 only — Week 8 replaced by final deliverable. |
| Discussion / reflection | 30 min | Async forum | Low-stakes. Respond to live session prompt or project-related question. Peer replies encouraged. |
| Project work | Ramps up | Team | See project timeline below. |
| Discretionary buffer | 30 min | Student choice | Slack for deeper reading, office hours, peer study, tool setup, or catching up. Counted in baseline total so the 8-12 hr range is honest. |
Optional / Available
| Component | Notes |
|---|---|
| TA office hours | Scheduled at multiple times to accommodate student timezones. Not counted in the 8-12 hr estimate — voluntary. |
Weekly Time by Week
| Week | Live | Studio | Rec. Lecture | Project Video | Readings | Assignment | Discussion | Project | Buffer | Total |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1.5 | 1.5 | 1.0 | 0.5 | 0.5 | 1.5 | 0.5 | 0.5 | 0.5 | 8.0 |
| 2 | 1.5 | 1.5 | 1.0 | 0.5 | 0.5 | 1.5 | 0.5 | 1.5 | 0.5 | 9.0 |
| 3 | 1.5 | 1.5 | 1.0 | 0.5 | 0.5 | 1.5 | 0.5 | 2.0 | 0.5 | 9.5 |
| 4 | 1.5 | 1.5 | 1.0 | 0.5 | 0.5 | 1.5 | 0.5 | 2.5 | 0.5 | 10.0 |
| 5 | 1.5 | 1.5 | 1.0 | 0.5 | 0.5 | 1.5 | 0.5 | 3.0 | 0.5 | 10.5 |
| 6 | 1.5 | 1.5 | 1.0 | 0.5 | 0.5 | 1.5 | 0.5 | 3.0 | 0.5 | 10.5 |
| 7 | 1.5 | 1.5 | 1.0 | 0.5 | 0.5 | 1.5 | 0.5 | 3.5 | 0.5 | 11.0 |
| 8 | 1.5 | 1.5 | 1.0 | 0.5 | 0.5 | — | 0.5 | 3.5 | 0.5 | 9.5 |
| Avg | 9.75 |
Range note: Baseline totals span 8.0–11.0 hrs/week (avg 9.75). Students who engage more deeply — reviewing recordings carefully, attending office hours, investing in project polish — reach the 12-hr upper bound. Week 1 is lighter by design (orientation). The 8-12 hr/week program commitment remains accurate.
Updated 2026-04-23: Sessions changed from 60 min to 90 min per the confirmed 90+90+60 model (DECISIONS.md).
Week 8 note: No weekly assignment — final deliverable and oral defense replace it. Studio used for presentations and Q&A.
Project Work Ramp
| Week | Project Hours | Milestone |
|---|---|---|
| 1 | 0.5 | Team formation, scoping |
| 2 | 1.5 | Demo / initial pitch |
| 3 | 2.0 | Proposal draft + peer review |
| 4 | 2.5 | Proposal final |
| 5 | 3.0 | Analysis draft |
| 6 | 3.0 | Peer review of draft deliverable |
| 7 | 3.5 | Revision + defense prep |
| 8 | 3.5 | Final deliverable + oral defense |
Notes for Faculty
- Guest speakers and case discussions may be incorporated into either the live session or studio at faculty discretion. No mandatory frequency. Not separately scheduled or advertised at the program level.
- Readings: Target 30 minutes. If readings consistently exceed this, replace with shorter substitutes or move content to the recorded lecture.
- Project video: Should address the specific project context, not just course theory. Expect to update annually as datasets and tools evolve.
- Week 1 is lighter by design — students are orienting, forming teams, and reviewing the project brief. Ramp begins Week 2.
- Week 8 is manageable — no assignment offsets the heavier project load. Do not add new content in Week 8.
Source: 4/22 workload planning session. Updated 4/23 to reflect 90+90+60 model. Owner: Vishal Sachdev.