- Role at Boundless Learning
- Program Readiness Assessment (PRA) process
- Inputs and reliability
- Unknowns in the launch process
- Insights that empowered Xavier to go to market with confidence
- Learnings from the Xavier launch
- Research-informed approach to launch
- Final thoughts on launches, research, and insights
The Research Behind Every Successful Launch: A Conversation with Dr. Jennifer Posey
What does it take to bring a new academic program to market with confidence? At Boundless Learning, the answer starts with research.
In this Q&A, Dr. Jennifer Posey shares how market analysis, learner insights, evidence-based decision making, and cross-functional collaboration helped inform Xavier University's launch strategy.
Key takeaways:
- Successful launches start with research grounded in market realities and learner needs.
- The Program Readiness Assessment tests assumptions early and aligns teams on risks and demand.
- Reliable recommendations combine multiple data sources evaluated for context and consistency.
- Early unknowns are reduced through iterative research and cross-functional collaboration.
- Research on positioning and messaging builds partner confidence and speeds market entry.
- Strong launches treat research as an ongoing, actionable process integrated throughout development.
Describe your role at Boundless Learning. What does your average day look like? How are your responsibilities informed by your professional history?
I am a strategic impact analyst on the research and insights (R&I) team. I sit at the intersection of research, strategy, and storytelling, turning data into actionable business cases. My goal is to ensure our program launches are grounded in market realities and centered around learner needs, helping our university partners make evidence-based decisions with confidence — all while supporting stronger student outcomes.
On any given day, I might be analyzing competitive market trends, reviewing partner materials, supporting launch readiness, and translating large volumes of complex information into clear, decision-ready insights. One of my favorite parts of my work is presenting research directly to our partners via video calls or in-person while on campus.
What were the most important partner-facing moments you supported, and what did you prepare for those moments?
Describe the Program Readiness Assessment (PRA) process and what goes into making that a critical step in new launches.
What inputs do you rely on to inform your recommendations, and how do you assess their reliability?
I rely on a combination of partner-provided materials, market and industry data, competitive analyses, learner behavior trends, and internal institutional knowledge. We are fortunate that our department leader designed a robust scoring tool (the Opportunity Matrix) and Boundless Learning provides additional research tools for multifaceted data sourcing. No single source tells the full story, so the real value comes from considering unique inputs across various sources.
Reliability comes down to context, methodology, and consistency. I look closely at how data was collected, whether findings align across sources, and whether insights hold up against real-world market conditions. I also believe qualitative insights matter just as much as quantitative. Learner feedback, partner conversations, and cross-functional observations often surface nuances that raw data alone cannot capture.
What are some of the biggest unknowns we encounter early in the launch process, and what are some methods we use to close the gaps?
Early in a launch, some of the biggest unknowns include learner demand, competitive differentiation, enrollment behavior, and how quickly a market may shift. There is also often uncertainty around messaging — specifically, what aspects of a program will resonate most strongly with prospective learners.
We close those gaps through iterative research and cross-functional collaboration. That can include market analysis, audience segmentation, competitor reviews, learner insight gathering, pilot messaging tests, and ongoing stakeholder feedback loops. One of the most important things we do is remain adaptable. Launch work is rarely about having perfect certainty; it is about reducing risk through informed decision-making and continuous refinement.
What did we do, and what insights did we see, that most directly empowered Xavier to go to market with confidence?
Xavier was a quick-to-market project, which ultimately drove us to use a more abbreviated PRA process. When we looked at their offerings, a highly differentiated dual-degree program in MSN Nursing and MS in Criminal Justice stood out. We discovered this program is the only one of its kind in the country, and this positions Xavier as both innovative and highly responsive to emerging workforce needs.
Another example was how I built a highly structured schedule using our carousel model, which enables a much more optimized approach to course rotation. This model reduces operation costs while still getting students to progress through their programs as efficiently as possible or to jump back in easily if life gets in their way.
What kind of partner questions came up that required cross-functional translation, and how did you help interpret/bridge/streamline responses?
What did you learn from the Xavier launch that you will take into future launches? What would you change about the process next time?
One of the biggest lessons I learned from the Xavier launch was the importance of involving cross-functional stakeholders as early as possible and maintaining tight alignment throughout the process. When research, marketing, product, academic, and partner-facing teams are aligned early, decisions can move faster and execution becomes significantly smoother.
I also learned the value of creating clearer feedback loops during launch preparation. Future launches could benefit from even more standardized mechanisms for tracking progress, validating assumptions, and documenting evolving decisions in real time. Launches are complex by nature. Anything that improves transparency and continuity ultimately creates stronger launch outcomes.
What were the 2–3 research-driven decisions that had a major impact?
One major impact area was program positioning. Research helped clarify which differentiators would resonate most with prospective learners and where Xavier could stand out in a competitive landscape.
Another key area involved prioritization — understanding where market demand was strongest and how to build our launch strategy around that. Research also influenced messaging strategy by identifying themes, language, and value propositions that aligned with learner motivations and workforce trends.
In each case, the research helped move decisions from assumption-based to evidence-informed.
What proof points can we share that demonstrate our research-informed approach to launch?
What final thoughts do you have regarding launches, research, and insights?
One thing I would emphasize is that research is most valuable when it is actionable. The goal is not simply to collect data. Successful launches happen when research is integrated throughout the process rather than treated as a one-time checkpoint.
I also think strong launch work depends heavily on curiosity and collaboration. Some of the best insights emerge when teams challenge assumptions, ask difficult questions, and stay open to refining the strategy as new information becomes available.