How logic models transform vision into action

Logic models bridge the gap between non-profit vision and daily activities. Here's how get the most out of it.

By Carly Sessions

logic models • December 9, 2025

Typically, nonprofits can articulate two things clearly: the work they do every day, and the big change they want to see in the world. 

But in between, there is a messy middle. How does a job training workshop lead to economic success? How does building housing lead to positive neighborhood transformation? What research should we use to drive this connection, and what data should we collect in order to show this progression? 

This is a critical gap. Left alone, it leads to decision making based on intuition. Funders can’t quite see how their investment creates the change they want to support, knowledge management is difficult, and organizational alignment is a big challenge. 

At January Advisors, we clarify this gap using logic models. In this post, I’ll go over two recent projects that show how logic models help define this messy middle. One represents the focused path of a single program. The other maps the interconnected work of an entire community.

Using logic models to clarify organizational aspirations

When Café Momentum came to us, they could clearly articulate their vision: help justice-involved youth reach their fullest potential. It’s inspiring and resonates with supporters, but it’s a little vague. What does “fullest potential” actually mean? And how, specifically, does their work do that?

Through our logic modeling process, we worked with the Café Momentum team to define what “fullest potential” really looks like for the young people they serve. In doing so, we defined fullest potential in three ways: economic success (stable employment, financial stability), improved well-being (mental and physical health), and increased personal agency (making informed, deliberate decisions about their lives).

From there, we worked together to chart a path through the messy middle. Here’s how we did it.

1. We worked backwards. Café Momentum provides job attainment support through career exploration activities like informational interviews, job shadows, externships, job search workshops, and professional networking opportunities. We started with these activities and mapped them back to the vision.
   
2. We defined short-term outcomes based on those activities. These included improved interpersonal and planning skills, and expanded professional networks. When youth develop these skills and connections, they’re building the conditions they need to later reach their fullest potential.
   
3. We defined intermediate outcomes such as increased social capital, more certifications attained, and more employment or school enrollments. These are actions that need the prerequisites of the short term outcomes in order to work.
   
4. We defined long-term outcomes such as improved well-being and increased economic success. These long-term goals are only reachable after hitting the short-term and intermediate milestones. Over time, these outcomes connect back to our three definitions of fullest potential.

And that’s just one pathway among dozens. The logic model shows how all of Cafe Momentum’s activities work together. It becomes a roadmap for how change happens.

You can explore the full interactive logic model at cafemomentum.org/logic-model.

Using logic models to align collective impact

Northside Development Group had a different challenge. Instead of mapping out their internal programs, they wanted to align 50+ partner organizations around neighborhood collective impact. Their partners work across different domains like housing, education, health, and economic development. It’s an entirely different challenge.

NDG, a Purpose Built Communities network member, serves as the “community quarterback” for the Northside neighborhood in Spartanburg, South Carolina. They coordinate partners working toward a shared vision of ensuring all residents have a pathway to prosperity. But with so many organizations, programs, and strategies in play, they needed to clarify how it all fits together, how the individual programs connect to one another, and where the gaps are. 

We facilitated workshops with NDG staff and key partners to map their collective theory of change across four strategic pillars: mixed-income housing, cradle-to-college education, community wellness, and economic vitality.

The process revealed what each organization does and how they work together. For example, we defined the pathway for financial management support, which multiple partners deliver through financial literacy training, one-on-one financial coaching, and partnerships with local schools to create savings accounts for students. Here is what we did:

1. We worked backwards. We identified the activities of each partner and asked critical questions to help map each activity back to the vision.
   
2. We defined short-term outcomes based on those activities. Community members and students gain improved financial literacy, access to resources, increased confidence, and stronger planning skills.
   
3. We defined intermediate outcomes such as increased use of banks, more contributions to savings accounts, and increased financial stability.
   
4. Over time, these actions at scale lead to long-term outcomes: increased livability, financial health, and resilience across the neighborhood.
   

The full logic model gets pretty complex when you start mapping activities across multiple partners. It shows how each partner contributes to how housing stability enables educational success, how community wellness supports economic vitality, and how all four pillars work together to reinforce one another.

You can explore the full interactive logic model at spartanburgndg.com/logicmodel.

Cleaning up your messy middle

When we started working with Café Momentum and NDG, both could articulate their vision beautifully. Both were doing meaningful work every single day. But neither organization could fully explain the path between their vision and their work. That gap was costing them money, time, and opportunities. 

If you’re ready to clarify your own messy middle, here are the steps to get started:

1. Gather the right voices. Logic modeling works best as a collaborative process. Bring together program staff who know the day-to-day work, leadership who holds the vision, and ideally some of the people you serve who can speak to what actually creates change in their lives.
2. Start with the problem and the vision. What problem are you trying to solve? For whom? What does success look like for the people you serve? Get specific. “Youth reach their fullest potential” becomes “youth have economic success, improved well-being, and personal agency.”
3. List what you actually do. Inventory your activities and outputs. Workshops, coaching sessions, housing units built, meals served. Capture it all. This is your starting point.
4. Work backwards from your vision. For each long-term outcome, ask: what actions would people need to take to get there? Then ask: what conditions would need to exist for people to take those actions? This reveals your short-term and intermediate outcomes.
5. Map the connections. Draw lines between activities and outcomes. Look for gaps. Outcomes with no activities leading to them, or activities that don’t connect to any outcomes. Both signal opportunities to strengthen your theory of change.
6. Test and refine. Your logic model is a hypothesis, not a final answer. As you implement programs and gather data, you’ll learn what’s working and what needs adjustment. Plan to revisit and revise.
7. Know when to bring in help. If you’re struggling to facilitate productive conversations, if stakeholders can’t agree on the vision, or if you need a framework for complex multi-partner initiatives, an outside facilitator can help you move forward faster.

The messy middle isn’t optional infrastructure. It’s where strategy lives. And logic models are simply the tool that makes it visible.

If you’re ready to bridge your messy middle, reach out to me. I’d love to hear about your work and explore how we can help.