PUBLIC OPINION · RESEARCH · INSIGHTS
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RESEARCH & INSIGHTS
Senge 聖吉民調·科技Senge PollingSENGE POLLING
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Public opinion research, election analysis and commentary

Systems thinking and evidence for understanding a changing society.

THE SENGE PERSPECTIVEELECTIONS · POLICY · TECHNOLOGY
ELECTION BRIEFING / 2026

From campaign headlines to governance choices.

TAIWAN × U.S. · THROUGH 2026-11-12
Participants and campaign materials at another local election rally
Contributor’s original local-rally photograph, used with permission. Date and exact location unconfirmed; not the Taichung survey or an Ocean Current event, and not evidence of voter support. Photography / site contributor; used with permission
TAIWAN LOCAL ELECTIONS

Can 18,000 AI agents tell us how Taichung voters will vote?

Human interviews, vote estimates and AI simulations coexist in Taichung election coverage. Establish how each result was produced before comparing leads.

READ ANALYSIS
A voting privacy booth with a U.S. flag design; illustrates voting, not the Alaska litigation
A voting privacy booth with a U.S. flag design; illustrates voting, not the Alaska litigation. Personally photographed by the site contributor; capture date and exact location unconfirmed. Photography / site contributor; used with permission
A speech and crowd at a U.S. political rally; attendance does not measure electorate-wide support
A speech and crowd at a U.S. political rally; attendance does not measure electorate-wide support. Personally photographed by the site contributor; capture date and exact location unconfirmed. Photography / site contributor; used with permission
U.S. MIDTERM ELECTIONS

Who pays for data-center power after the midterms? Three tests for the U.S. energy bargain

Energy-permitting negotiations connect affordability demands to policy tradeoffs. Test cost allocation, construction timing and local participation separately.

READ ANALYSIS
THE SENGE PERSPECTIVE

IN-DEPTH COMMENTARY & TECHNOLOGY

SUMMARY TO ANALYSISBilingual access to public issues
TRACEABLE EVIDENCESources, dates and methods together
CONTEXT BEYOND NUMBERSExploring change through systems thinking
POLL WATCH

Read the question before the percentage.

SELECTED PUBLISHED SURVEYS

What do rural voters want candidates to discuss?

Share saying extremely important · Select an issue for context

KFF/AP Rural Voters Survey
Aug 12–24, 2026 · Rural registered voters, n=2,241. Multiple issues may be important; percentages are not additive.

AP-NORC / NATIONAL ADULTS

Cost of living and policy attribution

2,140U.S. ADULTS
±2.9OVERALL MOE · POINTS

Fieldwork: Sep 24–28, 2026. Probability-based AmeriSpeak panel, online and telephone interviews.

View original research and methods
KFF/AP / RURAL VOTERS

Issue priorities among rural voters

Fieldwork: Aug 12–24, 2026, online and telephone. Rural registered voters are not the same population as all U.S. adults.

Read the comparison
SYSTEMS THINKING LAB

How does opinion form? Explore the connections.

CONCEPTUAL MAP · NOT A CAUSAL ESTIMATE
民意與社會因素的關係概念圖生活處境、政策、媒體與信任圍繞民意,線條表示可能的關係,不表示測量結果。OPINIONLIFEPOLICYMEDIATRUST

Connections suggest relationships to investigate. They do not establish direction, strength or causation.

OUR APPROACH

Reliable interpretation starts with transparency.

01

Separate evidence and interpretation

News and original research provide evidence. Our commentary identifies analysis, hypotheses and unanswered questions.

02

Explain populations, dates and methods

Different questions and populations are not joined into a trend. Multiple news reports are not independent survey samples.

03

Keep sources traceable

Commentary is published under Senge Research Team, with references, evidence dates and analytical scope for checking its reasoning.

POLLING EXPLAINED

How does sample size affect precision?

Adjust the sample size to explore a theoretical maximum sampling margin under simple random sampling.

±3.1percentage points · 95% confidence

Educational illustration: p=50%, normal approximation, 1.96 × √(0.25/n). Excludes weighting, clustering, finite-population correction and nonresponse. This is not an error estimate for an actual survey.

OUR STORY

A number, or
a society in motion?

2009

An introduction to systems thinking

2026

Returning to the conversation

In 2009, founder Dr. Chang encountered Peter Senge’s systems thinking through an inter-university distance-learning course associated with Dr. Song Kai, a professor at National Central University’s Graduate Institute of Information Management. The experience raised a question: when opinions are shaped by lived experience, public issues and interactions with others, how can we understand what lies behind a poll’s numbers?

This was the starting point for Senge Polling. We believe polling has value beyond reporting support or opposition at a particular moment. It can help us understand how opinions form and why they change. A single survey captures present voices; continued attention to relationships between groups, issues and time reveals the context of social change.

In 2026, Dr. Chang participated in an international forum in Hong Kong attended by Peter Senge. Returning to the conversation about systems thinking strengthened the founder’s conviction that this approach to complex problems has a place in public opinion research.

Our name reflects this perspective. We bring together systems thinking, intelligent technology and rigorous public opinion research. Starting with careful survey design, we aim to use analysis and technology to recognize change and examine what the numbers may leave unsaid. We hope our work helps people ask better questions, understand one another’s circumstances and make informed decisions.

RESEARCH INQUIRIES

Start with the question you need answered.

CONTACT THE TEAM

Public opinion & issues

Discuss the questions, populations and social context your research needs to understand.

Surveys & analysis

Discuss a suitable research design, from defining questions to interpreting evidence.

Organizational research

Begin with the decision you face and discuss project scope and deliverables.

These are areas for research discussions. Actual scope, methods and availability must be confirmed for each project.

All research commentary