How Networks Can Use Data to Influence Policy at the State Level

By Lydia King

Coalitions, networks, and alliances have something few individual organizations can offer: a grand overview of how policies affect communities in practice.

A single agency can describe what is happening within one program or region, but a network can identify patterns across organizations, populations, and geographic areas. It can show where needs are increasing, where access remains uneven, which approaches are working, and where policies create unintended barriers. That perspective gives coalitions influence.

However, influence does not come from managing more spreadsheets, submitting longer reports, or publishing an annual collection of statistics. It comes from transforming network-wide information into credible evidence, a clear public narrative, and practical recommendations that decision-makers can act on.

When data is used strategically, networks can move beyond just documenting their work. They can help shape the policies, investments, and systems that determine what becomes possible across an entire state or region.

Data Becomes Influential When It Answers a Decision-Maker’s Question

Coalitions often begin with the question: “What data do we have?” A small shift in thinking could lead to a stronger policy question: “What does a decision-maker need to understand from our data?” That change in perspective can completely reshape how a network collects and presents information. A policymaker may need to know:

  • How many communities are affected by a particular issue?
  • Is the problem increasing, decreasing, or changing?
  • Which populations or regions experience the greatest barriers?
  • What happens when an existing policy is implemented locally?
  • Which interventions show promising results?
  • What resources would be required to expand an effective approach?
  • What might happen if the state takes no action?

These questions require more than activity counts. The number of training sessions delivered, meetings held, or people served may demonstrate effort, but those figures do not automatically explain the conditions communities face or the changes a policy could produce. The Urban Institute recommends that coalitions distinguish outputs from outcomes. Outputs show how much work occurred or how well an activity was delivered. Outcomes capture changes in community conditions, relationships, systems, policies, practices, norms, and narratives.

That means a coalition may need to move from reporting: “Our members delivered 180 training sessions.” …to explaining: “After adopting a shared training framework, participating regions reported more consistent implementation practices, fewer knowledge gaps, and stronger referral coordination.”

The first statement documents activity. The second helps policymakers understand why the activity matters.

Aggregate Local Experiences Into a Statewide Pattern

One agency’s experience can be dismissed as an isolated incident. Similar findings from 15, 30, or 50 organizations are harder to ignore. That is one of a coalition’s greatest strategic advantages. Networks can collect standardized information from members and analyze it across variables such as:

  • Region
  • Community size
  • Population served
  • Program type
  • Funding source
  • Service demand
  • Staffing capacity
  • Training participation
  • Resource access
  • Policy implementation challenges

This allows an alliance to identify where experiences are consistent and where important differences exist. For example, a statewide average may suggest that access has improved. Regional analysis may reveal that rural communities, smaller organizations, or historically excluded populations have not experienced the same gains.

Effective coalition measurement should therefore capture systems change, not merely the performance of a single program. Relevant indicators can include changes in funding flows, decision-making structures, relationships with policymakers, community representation, implementation practices, and public narratives.

If a network can establish enough consistency, that information can be responsibly compared, combined, and interpreted. However, without shared definitions and standardized reporting practices, a coalition may have a large volume of information but little ability to make credible statewide claims.

Combine Quantitative Data With Community Expertise

Numbers establish scale and lived experience explains impact, but coalitions need both. A chart may show that service demand increased by 28 percent. Community members and frontline professionals can explain what that increase looks like on the ground, such as longer travel distances, delayed responses, staff vacancies, interrupted services, or families unable to find support in their region.

Research on community-engaged measurement emphasizes that the people affected by policies should not be treated merely as data sources. Their expertise should help shape what gets measured, how findings are interpreted, and which solutions are recommended. The Urban Institute identifies community engagement as a strategy that can advance equity, shift decision-making power, and produce more sustainable policies and investments. Networks can apply this principle by asking:

  • Who helped determine the questions we are studying?
  • Whose experience does our data represent?
  • Who might be missing?
  • How were community members involved in interpreting the results?
  • Did the people most affected help develop the recommendations?
  • Are we presenting communities only through their challenges, or also through their strengths and expertise?

The Urban Institute’s Do No Harm Guide warns that who is excluded from a dataset can be as significant as who is included. It also encourages organizations to examine how their definitions, methods, visuals, and language shape the story their data tells. Data should never replace community voice. Instead, it should help that voice travel farther.

Turn Findings Into a Clear Policy Narrative

Policymakers rarely need every data point a coalition has collected. Instead, they need a clear explanation of the problem, its consequences, and the opportunity for action. A useful policy narrative generally answers five questions:

1. What is happening?

State the issue in direct, concrete language.

2. Who is affected?

Identify the populations, communities, organizations, or regions experiencing the greatest impact.

3. Why is it happening?

Connect the visible problem to underlying policies, practices, resource gaps, or system conditions.

4. What does the evidence show?

Use network data, public datasets, member experience, community input, and external research to establish credibility.

5. What can the state do?

Offer a focused, realistic recommendation. This structure keeps from burying the strongest insight inside a 40-page report. A policymaker should be able to understand the central argument in a few sentences. For example:

“Across 32 member organizations, demand has increased while staffing capacity has remained largely unchanged. Rural regions report the longest delays and the fewest referral alternatives. A targeted state investment in regional workforce development could address the areas experiencing the most severe gaps.”

That statement connects scale, disparity, consequence, and action. It gives leaders something they can use in a briefing, committee discussion, budget conversation, or policy proposal.

Build Relationships Before the Legislative Window Opens

Strong data does not automatically create access or trust, because policy influence is relational. Research on evidence use suggests that sustained connections between researchers and policymakers can increase the use of evidence in legislative work. In one randomized study of a Research-to-Policy Collaboration model, legislators receiving structured research support introduced 23% more bills that referenced research evidence than those in comparison groups.

Coalitions, networks, and alliances should not wait until a bill has been introduced or a budget deadline is approaching to begin communicating. Instead, they can create an ongoing rhythm of engagement:

  • Share concise data briefs throughout the year.
  • Offer nonpartisan educational briefings.
  • Respond quickly when legislative staff request information.
  • Introduce policymakers to knowledgeable member organizations.
  • Provide regional data for specific legislative districts.
  • Invite decision-makers to community listening sessions.
  • Track the questions policymakers repeatedly ask.
  • Follow up with new findings and implementation updates.

These interactions help establish the network as a reliable source of statewide intelligence, rather than an organization that appears only when it needs something. They also allow the coalition to learn. Policymakers can explain which questions are active, which evidence would be useful, and when information will be most relevant. Policy communication should be a two-way exchange, not a one-time presentation.

Make the Recommendation Specific Enough to Act On

“Support our communities” is a worthy goal, but it is not a policy recommendation. Networks increase their influence when they translate broad priorities into defined actions. Depending on the coalition’s mission, that might include:

  • Adjusting an eligibility requirement
  • Funding a statewide training initiative
  • Creating a grant program
  • Changing a reporting procedure
  • Establishing a task force or advisory council
  • Expanding a proven regional model
  • Requiring community representation in decision-making
  • Improving coordination between state agencies
  • Supporting workforce recruitment and retention
  • Modernizing how statewide outcomes are measured

Recommendations should also acknowledge implementation. Coalitions gain credibility when they demonstrate that they understand not only the desired policy change, but also what it will take to make that change work in practice.

Measure Influence Beyond Whether a Bill Passes

Policy change is an uphill climb. In fact, a proposal may take several sessions to advance. Change can take time. A new relationship, reporting requirement, agency practice, or public narrative may create the conditions for later legislative action. Coalitions should therefore track intermediate indicators of influence, including:

  • Policymaker requests for coalition data
  • Invitations to testify or provide briefings
  • References to coalition findings in public documents
  • New relationships with legislative or agency staff
  • Community members appointed to advisory groups
  • Coalition language incorporated into policy proposals
  • Budget allocations aligned with identified needs
  • Changes in agency procedures
  • Increased media attention to the issue
  • Greater alignment among member organizations

These indicators are evidence that the coalition is changing what decision-makers notice, discuss, and prioritize. Cultural transformation often begins before formal policy changes. It begins when an issue is understood differently, when lived experience is recognized as expertise, when fragmented local challenges are seen as a statewide pattern, and when leaders begin asking better questions.

Coalitions Do Not Need to Wait for Permission to Lead

Coalitions already possess many of the ingredients required for state-level influence: trusted relationships, local knowledge, cross-sector representation, program experience, and direct connections to communities. The next step is to build the infrastructure that turns those assets into a shared evidence base.

That requires consistent data collection, common definitions, meaningful member participation, responsible analysis, and tools that help coalitions see what is happening across their entire network. When that foundation is in place, a network can clarify emerging needs, challenge incomplete narratives, elevate community expertise, guide investment, and help state leaders envision a better path forward.

Coalition Manager was built to support networks doing exactly this kind of work. By bringing member engagement, training, reporting, resource distribution, needs assessments, and network-wide information into one connected system, CM helps coalitions, networks, and alliances build a clearer view of their collective reach and impact.

At Coalition Manager, we want to do more than provide software. We want to partner with you in your mission, strengthen the connections behind your work, help your network tell a more powerful data story, and support the cultural transformation you are working to create.

Discover what a relationship with CM could do for your network. Book a free demo today.