Electric Insights
ENHANCING PUBLIC OPINION RESEARCH

Beyond Polling Averages
Understand Why Opinions Shift

Explanatory modeling and interactive analysis tools that reveal the drivers behind public opinion

57%

Original JFK Approval Rating

30pt

Approval swing from Khrushchev handling perceptions

6

Key drivers identified in the published model

A New Polling Paradigm

Transforming static data into dynamic strategic tools

Traditional Approach

  • Descriptive snapshots
  • Limited methodological transparency
  • Focus on “what” not “why”

Initial Transformation

  • Explanatory modeling framework
  • Interactive scenario testing
  • Percentage-point impact reporting

Where We're Headed

Aspirational
  • Open data platforms
  • Collaborative modeling
  • Democratic access to tools

Four-Pillar Implementation Framework

Operationalizing this transformation in practice

1

Reframing

Redesign surveys to reveal why opinions shift, identifying the actual drivers that move approval ratings and key outcomes.

2

Translation

Convert complex statistics into intuitive percentage-point effects that decision-makers and engaged citizens can understand and act upon.

3

Interactive Simulation

Build scenario-testing tools that show how changing perceptions affect outcomes, creating “what-if” capabilities for strategy development.

4

Open Infrastructure

Document all methods and make data/tools publicly available, enabling verification and independent analysis to rebuild trust.

Case Study: JFK Approval

Our reanalysis of Louis Harris's survey for Newsweek just prior to John F. Kennedy's assassination demonstrates how explanatory modeling methods identify the drivers behind critical outcomes like approval.

Key Findings:

  • Economic perceptions: 24-point impact on approval
  • Khrushchev handling: 30-point approval swing
  • Civil rights opposition: 11-point reduction

Example Result

What if all likely voters (rather than 12%) believed President Kennedy excelled at keeping the economy healthy?

57%
Original Approval
68%
Simulated Approval (illustrative)
Launch All-or-Nothing Simulator

Who This Is For

Tools designed for anyone who works with public opinion data

Journalists

Go beyond the topline number. Identify which issues are actually driving approval changes and explain them to readers in percentage-point terms.

Researchers & Policymakers

Test how shifts in public perception on specific issues translate to changes in overall support. Run nonresponse stress tests before publishing.

Educators & Students

Use a real historical dataset to teach explanatory modeling, survey methodology, and the limits of descriptive polling in an interactive environment.

Foundations, Associations & Brands

You already commission survey research. Explanatory modeling lets you extract more value from that investment—showing not just what your audiences think, but which attitudes and experiences are actually driving the outcomes you measure. Build your own model from your own data and turn analysis into a strategic tool.

Interactive Analysis Tools

Explore the data through different methodological lenses

All-or-Nothing

Simulate extreme scenarios—what happens if every respondent shares the same opinion?

Clear effects shown in percentage points
Try it now

Fine-Tuning

Adjust distributions incrementally to see how small shifts in opinion affect outcomes.

Explore gradual changes and tipping points
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Non-Response

Simulate how varying response rates might bias key outcome estimates.

Critical tool in low-response environments
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Explore

Analyze relationships in the raw dataset—frequencies, correlations, and crosstabs.

Hands-on data exploration
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Build

Construct your own models and simulators—test hypotheses and explore hidden bias.

From variable selection to causal framing
Try it now
All tools use the original 1963 Harris/Newsweek dataset

Ready to transform your approach to public opinion?

Start exploring with our JFK case study or build your own custom model

Get In Touch

Contact us to discuss how this approach can enhance your research

Location

Las Vegas, NV