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Insights by Boundless Learning™

From portfolio question to defensible action

Insights by Boundless Learning™ helps institutions compare academic opportunities, understand market position, test a directional business case, and move toward a defensible action.

Opportunity Explorer — Graduate portfolio run
PROGRAMMKTOCCSRCHAI RISKSCORE
Data Analytics455AI-Transitional4.6
Nursing (RN to BSN)553AI-Augmented4.2
Cybersecurity354AI-Augmented4.0
Business Administration434AI-Transitional3.4
AI ADVISOR
Which high-opportunity programs are under-scaled versus peers?
30+
Years leading in edtech
450+
Online programs launched
17,000+
Learners served annually
150+
Learner nations represented
The decision story

Six steps from portfolio question to recommendation

The platform is not the story — your program portfolio decisions are. Every engagement follows one repeatable arc, so the evidence stays comparable and the recommendation stays defensible.

01
Frame the decision
Name what must be decided, who owns it, the stakes, and the timing — before anyone opens a dashboard. Growth, validation, redesign, consolidation, or wait.
IN THE PLATFORMDiscovery
02
Scope the run
Draw a deliberate analytic boundary: which programs, credentials, schools, modalities, and geographies belong in the comparison — and what stays out.
IN THE PLATFORMRuns & Programs
03
Compare the evidence
Let demand, workforce value, competition, peer position, trends, and AI exposure converge into a pattern. One strong metric is never the story.
IN THE PLATFORMOpportunity Explorer
04
Interpret for fit
Test the short list against mission, faculty strength, brand permission, learner support, and delivery capacity. A strong market can still be a poor launch.
IN THE PLATFORMAI Advisor
05
Test the economics
Run the directional forecast and an editable pro forma. Surface the assumptions most likely to change the case — and hand them to your institution to own.
IN THE PLATFORMBusiness Case
06
Decide the path
Close with one of four paths — prioritize, prepare, redesign, or defer — plus the next proof point and the owner of the next step.
IN THE PLATFORMReadout
The suite

Four workspaces, one decision story

Portfolio comparison, peer context, a directional business case, and AI-assisted inquiry — connected in one decision workflow.

WORKSPACE 01

Opportunity Explorer

Find the portfolio pattern and build the short list. Insights scores every program across market demand, occupation outlook, and search volume — then explains why each one rises or falls.

Roll-up graphs, tables, and outlier views in one workspace
Scoped runs: full portfolio, one school, or one credential level
AI exposure flags as a curriculum and workforce lens
Opportunity Explorer · 42 programs · Run: Fall 2026
AllDistanceNon-Distance
Top opportunity scoresComposite 1–5
Market Position · MS Data Analytics
Completions vs. matched peers14 Carnegie- & size-matched peers
Peer median
YOU
Peer low
Peer high
Your completions
486
Peer median
412
Percentile
68th
WORKSPACE 02

Market Position

Peer benchmarking answers a different question from market size: how is your institution positioned to capture the opportunity? See the matched peer logic, your completions, the peer median and range, and where each program sits in the distribution.

Carnegie- and size-matched peer sets you can confirm or refine
Median, range, and percentile for every program
Tests position and differentiation, not just demand
WORKSPACE 03

Business Case

Directional completions forecasts and an editable financial model. Compare trajectories, identify sensitivity, and replace defaults with your own enrollment, tuition, retention, and cost assumptions — the institution owns the case.

Directional scenarios, never enrollment promises
Editable pro forma: revenue, cost, margin, and cash flow
Sensitivity shows which assumptions change the case
Business Case · 5-year directional forecast
Base scenarioConservative
Tuition per credit$850
Year-1 retention84%
Marketing cost / start$3,200
AI Advisor · grounded in Run: Fall 2026
Which programs score high on opportunity but sit below the peer median on completions?
Two programs fit that pattern: MS Cybersecurity (score 4.0, 34th percentile among peers) and MS Data Analytics variants at the certificate level. Both are driven by occupation outlook; search demand supports Cybersecurity most.
GROUNDED IN YOUR RUN DATA
Ask about your portfolio…
WORKSPACE 04

AI Advisor

Interrogate the run and synthesize findings. Ask a decision question in plain language, get an answer grounded in your data — and verify it against the visible run before it shapes the story. Available on its own screen or in context anywhere in the suite.

SQL-backed answers with auto-generated charts
One-click strategic recommendations across the portfolio
Visible data and institutional judgment stay authoritative
From pattern to path

Every score starts a decision story

Every program is scored across market, occupation, and search signals — and every pattern points toward a decision path.

PROGRAMAI EXPOSUREMARKETOCCSEARCHCOMPOSITE
Data AnalyticsMS · OnlineAI-TRANSITIONAL4554.6
Nursing (RN to BSN)BS · OnlineAI-AUGMENTED5534.2
CybersecurityMS · OnlineAI-AUGMENTED3544.0
Business AdministrationMBA · HybridAI-TRANSITIONAL4343.4
Curriculum & InstructionMEd · OnlineAI-AUGMENTED3322.9
Graphic DesignBS · CampusAI-VULNERABLE2232.3

Illustrative data. The composite is a versioned, relative comparison within the run — not a probability of success, and not an automatic launch or sunset decision.

Opportunity × readiness

A strong market signal is not a launch decision

Market opportunity describes the external case. Institutional readiness describes whether you can credibly design, deliver, differentiate, support, and sustain the program. The two dimensions together point to one of four decision paths — select a quadrant to explore.

DECISION PATH
Prioritize now

Opportunity and readiness are both strong. Move into governance, validation, and launch planning with clear assumptions.

SEE HOW PROGRAMS ARE SCORED
MARKET OPPORTUNITY →
INSTITUTIONAL READINESS →
Data inputs

Four sources. One integrated score.

20+ distinct data points from four trusted sources flow into every opportunity score — so every pattern in the matrix is grounded in real market evidence.

MARKET
IPEDS
National Center for Education Statistics
National conferrals, growth, and the competitive program landscape for every CIP code.
Conferrals by CIP, year, and award level
Distance vs. non-distance program split
5-year growth and competitor counts
OCCUPATION
Lightcast
Labor market analytics
Real-time labor market signal connected to programs through the CIP-to-SOC crosswalk.
Job postings and annual openings
10-year projected occupation growth
Median salary for related occupations
OCCUPATION
BLS
U.S. Bureau of Labor Statistics
Official federal workforce projections for context alongside real-time market signals.
Official 10-year projected job growth
National employment baselines
Independent check on private data
SEARCH
SemRush
Search & keyword intelligence
Prospective-student demand measured through organic search interest across markets.
US and global monthly search volume
~10 keyword variations per program
Highest-volume keyword auto-selected
“
We walked into portfolio review with forty programs and walked out with a defensible short list — and a clear plan for what to validate next. The evidence finally speaks one language.
JM
Partner testimonial placeholder
Provost, private nonprofit university
40 → 6
Programs narrowed to a defensible short list
1 cycle
From portfolio question to board-ready readout
4 paths
Every program left with a clear next action
Trust & methodology

Transparent enough to trust

Scores, forecasts, and AI responses are evidence for a decision — never a verdict. Here is how we keep the interpretation honest.

STILL HAVE QUESTIONS? BOOK A CALL
No. The total is a versioned, relative comparison within a defined run — not a probability of success, and not an automatic launch or sunset decision. It creates a defensible short list; your institution chooses the path.
Insights by Boundless Learning™

Ready to move from question to action?