Measuring What Matters
A proposed Academic Performance Report: quantitative results, five-year trends, independent review, and a clear expectation that institutions act on the evidence. The purpose is to offer practical ideas that benefit business schools and business students by improving the quality, relevance, and outcomes of the education students receive.
Business schools teach measurement, management accountability, and transparent reporting. They should consider applying comparable disciplines to their own teaching practices and student outcomes. Inspired by the reporting rigor of a public company’s Form 10-Q, this proposal is an academic improvement framework—not an SEC filing or an existing regulatory requirement.
Outcomes deserve the same attention as inputs.
Enrollment, budgets, research, and accreditation matter, but they do not fully explain whether students are progressing, mastering demanding subjects, obtaining meaningful employment, and earning salaries consistent with their qualifications.
Schools should report difficult outcomes as carefully as favorable ones. A student who changes majors after failing a prerequisite, a graduate whose employment status is unknown, or a program with declining retention should not disappear from the analysis.
Twelve quantitative performance measures
Each indicator should disclose the underlying counts, denominator, definitions, reporting period, data source, and relevant limitations. Where appropriate, show results by major, class year, department, and student cohort, subject to privacy safeguards.
| # | Metric and required calculation | Primary source |
|---|---|---|
| 1 | Student retention by class year Retained students ÷ eligible students in each entering cohort, by class year. Report transfers, graduates, withdrawals, and unknown destinations separately. | Registrar / institutional research |
| 2 | On-time academic progression Students meeting published credit and prerequisite milestones ÷ students expected to meet those milestones. | Registrar / degree audit |
| 3 | Full-time graduate employment Verified full-time employed graduates ÷ all graduates, at six and twelve months; separately show rates among graduates with known outcomes. | Career services / graduate outcome verification |
| 4 | Employment quality and earnings Share in degree-level roles, median and 25th/75th percentile salaries by major; disclose salary response counts and definition of degree-level work. | Career services / verified employer and graduate records |
| 5 | Technology-related employment Graduates employed in defined technology-related occupations ÷ employed graduates with known occupations; distinguish job function from employer industry. | Career services / occupation coding |
| 6 | Enrollment by major Official headcount and percentage in each declared major, including undecided; show transfers into and out of each major. | Registrar census records |
| 7 | Gateway-course outcomes and program exits Failure, repeat, and withdrawal rates in required math, computing, statistics, accounting, and finance courses; track subsequent major changes and university exits. | Registrar / course records |
| 8 | Course repeat and withdrawal rates Failed, withdrawn, and repeated course enrollments ÷ all eligible course enrollments, by course and department. | Registrar / course records |
| 9 | Graduation and completion rates Entering cohort members graduating in four, five, and six years ÷ original cohort, with published exclusions and transfers. | Registrar / institutional research |
| 10 | Demonstrated student proficiency Students meeting fixed competency thresholds on common, moderated assessments ÷ students assessed; disclose assessment coverage. | Assessment office / independently moderated scoring |
| 11 | Faculty development completion Faculty completing documented approved teaching or technology training ÷ eligible faculty, broken down by role and department. | Human resources / professional development records |
| 12 | Improvement actions completed on time Verified completed actions by original deadline ÷ all actions due that period; disclose deferred and cancelled actions separately. | University project register / internal audit |
Interpretation matters: gateway-course failures do not by themselves prove poor teaching, and technology-related employment is not the only form of valuable employment. Report the evidence without assuming its cause.
Five years of actual results—not just one snapshot
Publish five years of comparable historical data alongside the current result. Include a five-year rolling average, year-over-year change, and five-year change. For rates, calculate the rolling average from combined underlying numerators and denominators where possible, not an unweighted average of percentages.
*This demonstration uses equal-sized hypothetical cohorts, so the simple average equals the weighted average. Actual reports must use cohort counts. Compare equivalent semesters or graduation cohorts, disclose changes in methodology, and preserve historical corrections.
Publish within 30 calendar days of each semester
Registrar, institutional research, career services, and departments submit standardized data.
Reconcile cohort totals, test source records, validate formulas, and document exceptions.
Release the dashboard, underlying aggregated tables, historical comparisons, and limitations.
Report corrective actions, accountable owners, deadlines, and verified completion.
Employment and earnings mature later than academic records. Each semester's report should include the latest eligible six- and twelve-month graduate cohorts, clearly labeled by graduation date and follow-up interval. Never present immature employment data as final.
Make the numbers difficult to manipulate
- Use stable denominators: keep original entering and graduating cohorts visible, with justified exclusions clearly disclosed.
- Show unknowns: publish employment outcomes among all graduates and among those with known outcomes, plus the knowledge rate.
- Publish counts and distributions: do not substitute a single favorable percentage for full results; disclose salary response counts and quartiles.
- Preserve historical records: explain any revisions to earlier figures and never silently redefine a metric.
- Protect privacy: publish aggregated data and suppress small groups where individuals could be identified.
- Separate verification from management: use source-system records and documented sampling rather than unsupported self-attestation.
Reporting cannot be controlled by the dean's office alone.
The registrar should own official student records; career services and institutional research should validate graduate outcomes; departments should supply course and learning evidence; and university-level institutional research should reconcile the report. Internal audit or an independent university committee should review the controls and results, supplemented by periodic external assurance.
The dean and department chairs should be responsible for explaining performance and implementing improvements, not for independently certifying their own results. Public reporting should use aggregated information; authorized reviewers may examine confidential records under appropriate protections.
Measurement must lead to decisions.
Require a written management response when an important measure misses its approved target or shows a sustained unfavorable trend. The response should identify plausible causes, corrective steps, an accountable owner, a deadline, and a follow-up measure. Evaluate performance fairly, taking into account resources, student preparation, labor markets, and factors outside the school's control.
When problems persist despite adequate support and reasonable time to improve, the evidence should inform changes in curricula, student services, resource allocation, program structures, management responsibilities, and, where warranted, leadership.
Adopt an Academic Performance Report.
Define 12 standardized quantitative measures; establish five years of comparable baseline results; publish a verified report within 30 calendar days after every semester; require university-level independent oversight and periodic external review; and document corrective actions with named owners and deadlines.
This page proposes a reporting framework. No illustrative chart values represent actual university results, and the framework is not a validated ranking of schools or individual educators.