Sentiment Analysis

How Kenyans are reacting to Parliament across mainstream media. Limited to vetted sources — see our methodology.

Sentiment analysis is ramping up. These figures are based on just 18 classified items so far — too few to represent the public mood. Our pipeline ingests and classifies coverage from vetted mainstream sources every few hours; the picture will fill out as more is analysed.
18Items analysed
28%Positive
11%Neutral
61%Negative
28% 11% 61%
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Sentiment by topic — show the data table

A single item can mention several topics, so these mentions sum to more than the 18 items analysed.

TopicMentionsAverage sentiment
Economy & Taxation 6 0.04
Education 6 -0.09
Devolution 5 -0.08
Governance & Constitution 3 0.17
Healthcare 3 0.10
Security 3 -0.87
Corruption & Accountability 2 -0.10
Agriculture 1 -0.90

By Source

SourceItemsAverage sentiment
The Standard15 -0.21
Nation3 -0.32

Recent Voices

ODM cleared to proceed with disciplinary case against Sifuna
Neutral (0.00) · The Standard · 20 Jun 2026 · read
Matiang'i holds talks with Sifuna team in unity bid
Neutral (0.00) · The Standard · 20 Jun 2026 · read
National budget mirrors every family's tough tradeoffs
Positive (0.40) · The Standard · 20 Jun 2026 · read
It's not enough for State to educate youths; it should ensure they get jobs
Positive (0.70) · The Standard · 20 Jun 2026 · read
On Gachagua's judgment, the High Court ended up impeaching itself
Negative (-0.60) · The Standard · 20 Jun 2026 · read
Ruto calls for equal partnerships with wealthy nations, says era of aid is over
Positive (0.60) · The Standard · 20 Jun 2026 · read
Betrayers? Irony of 187 MPs skipping crucial Finance Bill vote
Negative (-0.70) · The Standard · 20 Jun 2026 · read
From financing to procurement: Who is fooling whom in JKIA expansion deal?
Negative (-0.60) · The Standard · 20 Jun 2026 · read
Gachagua impeachment: Lawyers raise alarm over missing pages, Judges signatures
Negative (-0.70) · The Standard · 20 Jun 2026 · read
Parliament's tax verdict: What to expect from the proposed law
Negative (-0.40) · The Standard · 20 Jun 2026 · read
ODM eyes Sifuna Senate minority whip post despite tribunal victory
Negative (-0.50) · The Standard · 20 Jun 2026 · read
Betrayers? Irony of 187 MPs skipping crucial Finance Bill vote
Negative (-0.60) · The Standard · 20 Jun 2026 · read
Inside Kenya’s fake military arms tenders
Negative (-0.90) · Nation · 20 Jun 2026 · read
'How do I invest to achieve Sh700,000 per month passive income?'
Positive (0.85) · Nation · 20 Jun 2026 · read
Generational aura debt: How Kenya lost it
Negative (-0.90) · Nation · 20 Jun 2026 · read
Police hunt for MP Mutai after Kuresoi chaos
Negative (-0.80) · The Standard · 19 Jun 2026 · read
Three nursing gunshot wounds in rally chaos linked to MP
Negative (-0.70) · The Standard · 19 Jun 2026 · read
I will sanction nonperformers without apology, Ruto vows
Positive (0.70) · The Standard · 19 Jun 2026 · read

How This Is Measured

We track how Kenyans react to Parliament using coverage from reputable mainstream media — established national newspapers and the official channels of established TV and radio newsrooms. Every few hours our pipeline ingests new articles and the public comments on those newsrooms' official YouTube channels.

Each item is matched to policy topics (such as Healthcare, Education and the Economy) and then classified as positive, neutral or negative — with a score from −1.0 to +1.0 — by a large language model that handles sarcasm and mixed sentiment conservatively. Scores are then averaged by topic, by source and over time, and everything above is filterable by date. Sentiment is indicative, not definitive. For the full process and the list of sources, see the methodology.