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Make confident decisions about your academic portfolio
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Insights by Boundless Learning™ brings learner demand, workforce trends, peer benchmarking, AI exposure, and financial modeling together to help institutions evaluate programs and make more informed portfolio decisions.
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Book a Demo
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The Portfolio Opportunity
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What comes next for your academic portfolio?
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Use connected evidence to identify what deserves investment, attention, or further review. Evidence informs the decision. Institutional mission, readiness, economics, and judgment determine the path.
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Strengthen existing programs
Protect and reinforce programs that support enrollment, revenue, reputation, and institutional priorities.
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Evaluate new opportunities
Compare potential additions with your current portfolio and investigate the evidence behind each opportunity.
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Reposition programs
Identify where changing market conditions, competitive pressures, or learner demand may create opportunities to reposition or strengthen existing programs.
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Assess candidates for sunsetting
Identify programs that may warrant deeper review for consolidation or closure, informed by market evidence and institutional priorities.
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THE DECISION STORY
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Explore the decision journey
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Build the portfolio you want to explore
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Compare opportunities, understand peer position, test assumptions, and ask questions of the evidence.
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Program Discovery
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Opportunity Explorer
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Market Position
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Business Case
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AI Advisor
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Program Discovery: Build the portfolio you want to explore
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Start with your institution's existing programs, explore the broader academic program landscape, or build a focused comparison set. Select programs by field of study, degree level, and delivery modality, and add proposed offerings to evaluate potential opportunities alongside your current portfolio. Save your selections for further analysis.
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Opportunity Explorer: See where opportunity stands out
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Interactive visualizations help users interpret program scores, identify outliers, and explore the evidence behind potential opportunities.
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Market Position: Benchmark your programs against peers
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Compare program completions and market position against relevant peer institutions. Identify areas of relative strength, competitive concentration, and opportunities for differentiation or further investigation.
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Business Case: Build and test directional scenarios
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Test the assumptions behind your next move. Explore directional completions forecasts and editable financial scenarios to evaluate possible investments, compare options, and understand what would need to be true for a program to succeed.
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AI Advisor: Use natural language to explore the data
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Ask questions in plain language and explore what the evidence suggests. AI Advisor helps you investigate patterns, interpret each run, compare programs, and surface next questions — while keeping the underlying data and institutional judgment at the center of the process.
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From evidence to decision
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Every program has a decision story
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Compare relative program opportunity scores alongside academic market supply, workforce opportunities, and learner search interest. See where the evidence aligns or conflicts, identify programs worth investigating, and consider AI exposure as an additional lens on occupational change.
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Data Inputs
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Multiple data sources. One connected view of opportunity.
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Insights by Boundless Learning™ brings together academic market data, workforce intelligence, learner search interest, and competitive benchmarks to reveal program opportunities, highlight trade-offs, and support more informed portfolio decisions.
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IPEDS
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IPEDS
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Academic Market
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Integrated Postsecondary Education Data System administered by the National Center for Education Statistics
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CIP code and award level • Online/on-campus context • Historical growth • Competitor counts
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IPEDS provides national program completions, institutional characteristics, degree-level information, and distance education availability. These data help institutions understand competitive supply, historical trends, and relative market position.
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Lightcast ™
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Labor market intelligence
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Workforce
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Labor market analytics
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Job postings • Annual openings • Projected occupational growth • Employment and salary indicators
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Lightcast ™ provides labor-market intelligence, including job postings, occupational demand, employment trends, and earnings. These indicators help connect academic programs to workforce opportunities and changing employer needs.
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BLS
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U.S. Bureau of Labor Statistics
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Long-term occupational projections • National employment benchmarks • Public-sector context
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Official 10-year job growth projections and national employment baselines straight from the federal government. It's the independent gut check on the privately sourced market data.
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SEMRUSH
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SEMRUSH
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Learner Interest
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Search and keyword intelligence
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Geographic and global monthly search volume • Program-specific keyword clusters • Relevant search terms for scoring
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Monthly U.S. and global search volume, related keywords, and top search terms for each program. It shows what prospective students are actually looking for, before they've talked to an advisor.
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Academic portfolio decisions are rarely simple because the evidence behind them is fragmented across data sources, market signals, and institutional considerations. The value of Insights by Boundless Learning is seeing those signals side by side, understanding where they converge or conflict, and combining that evidence with institutional expertise to determine what to do next.”
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— Andrea M., Senior Director of Research and Insights
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TRUST & METHODOLOGY
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Transparent enough to trust
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Scores, forecasts, and AI-assisted analysis are inputs to a decision — not a verdict. We make the evidence, assumptions, and limitations visible so you can decide what they mean for your institution.
WANT TO GO DEEPER?
WANT TO GO DEEPER?
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Talk with an expert
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explore more FAQs
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Does the Opportunity Score tell me what to do?
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No. The Opportunity Score is a versioned, relative comparison within the programs included in a run — not a probability of success or an automatic recommendation. It helps surface programs for closer review; institutional priorities, capabilities, economics, and judgment still determine the path forward.
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Can I evaluate programs we don’t currently offer?
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Yes. Insights by Boundless Learning™ can include both current and experimental programs within the same run. Explore potential program areas, degree levels, and delivery modalities alongside your existing portfolio to see how new possibilities compare.
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Are the forecasts enrollment predictions?
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The forecasts are directional completions scenarios designed to support planning — not promises of institutional enrollment. They provide a starting point for the Business Case, where enrollment and financial assumptions can be adjusted to reflect your institution’s circumstances.
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How is the AI Advisor grounded in the evidence?
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The AI Advisor works within the context of the selected data run, helping users investigate patterns, compare programs, and interpret the available evidence. The underlying data remains visible, and important conclusions should be validated against the evidence and institutional context.
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Where does the data come from, and how current is it?
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Insights by Boundless Learning™ integrates federal higher education data from IPEDS, workforce intelligence from Lightcast ™ and the U.S. Bureau of Labor Statistics, and learner search signals from Semrush. Data refresh schedules vary by source, and some datasets, particularly federal education and employment statistics, have reporting lags. Insights identifies the source and reporting context to help users interpret the evidence appropriately.
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How are peer institutions selected?
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Peer comparisons are designed to provide relevant institutional context rather than simply comparing every institution in the market. Insights by Boundless Learning™ uses factors including Carnegie classification and institutional size to establish an appropriate comparison set for program-level benchmarking.
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What does an AI exposure flag mean?
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AI exposure reflects how emerging AI capabilities may affect the tasks associated with occupations connected to a program. It is an additional workforce and curriculum lens—not a prediction that an occupation will disappear or that a program should be launched, changed, or discontinued.
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How is the Opportunity Score calculated?
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The Opportunity Score combines standardized indicators of academic market conditions, workforce opportunity, and learner search interest to help compare programs within a defined analysis. The score provides a relative measure of opportunity rather than an absolute prediction of success. Individual component scores help users understand the factors contributing to each program's position.
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Insights by Boundless LearningTM
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Ready to make your next portfolio decision?
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Bring us the portfolio decision you’re working through. We’ll show you how Insights by Boundless LearningTM can help you compare the evidence, evaluate your options, and determine what to explore next.
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Book a demo
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Download brochure
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