The Mwangaza Watch Early Warning Index for January to March 2026 stands at 75.72, the highest reading recorded since monitoring began and substantially above the KEVI-N 2022 baseline of 53.43. Twenty-nine incidents were identified, five of them lethal.
Mwangaza Watch monitors Kenyan political media on a monthly cycle, processing articles through an automated Natural Language Processing (NLP) pipeline to produce the Mwangaza Watch Early Warning Index (MWEW), a composite electoral risk score benchmarked against Kenya's own national framework.
The MWEW is derived from Kenya's Electoral Violence Index (KEVI), developed by the National Cohesion and Integration Commission (NCIC), which assesses electoral violence risk across three dimensions: Pre-existing Conflict Factors, Potential Triggers, and Weak Institutional Capacities. NCIC calculated a national KEVI score of 53.43 out of 100 ahead of the 2022 general election. Mwangaza Watch uses this as its baseline: a monthly MWEW reading above 53.43 signals that the current environment is at least as tense as 2022.
The MWEW composite is built from six indicators: the Potential Violence and Volatility Network Score (PVVNS, 20%) measures conflict-language density; the Institutional Integrity Score (IIS, 20%) tracks whether discourse around IEBC is dominated by accusations or trust; the Geographic Spread Index (GSI, 20%) measures concentration in NCIC high-risk counties; the Incident and Political Conflict Score (IPCS, 15%) counts and weights incidents by severity; the Coalition Stability Index (CSI, 15%) monitors coalition fragmentation; and the Youth Disengagement Score (YDS, 10%) tracks electoral engagement. Every figure is traceable to a specific article and source URL. No estimates are used.
The Mwangaza Watch Early Warning Index for Q1 2026 stands at 75.72, the highest reading recorded since monitoring began and substantially above the NCIC KEVI-N 2022 baseline of 53.43. Four of the six indicators are above baseline. The Coalition Stability Index at 94.5 and the Political Violence Vocabulary and Narrative Score at 91.7 are the two highest-scoring indicators, reflecting both the density of intra-coalition fragmentation signals and the saturation of political violence vocabulary in the monitored corpus.
Twenty-nine incidents were identified across the monitoring period, spanning January through March 2026. Five were lethal, fifteen involved physical assault, two involved property damage and seven were classified as intimidation.
Six indicators are scored against the KEVI-N 2022 baseline of 53.43. Four are above baseline this quarter. The dashed line on the chart marks the baseline. Red bars exceed it; green bars fall below.
PVVNS 91.7 and CSI 94.5 are the highest readings in the monitoring series so far. GSI at 50.7 and YDS at 25 remain below baseline, providing a partial counterweight to the elevated indicators.
The Coalition Stability Index at 94.5 is driven by ten articles containing direct coalition-fragmentation keyword signals weighted at three times the standard rate, reflecting a period of intense and publicly visible intra-Kenya Kwanza fracture concentrated in the Mt Kenya region. The PVVNS at 91.7 reflects the density of conflict-related vocabulary across the corpus, with words like goons, teargas, arrested and crackdown appearing as routine political language rather than exceptional incident reporting.
Twenty-nine incidents were identified and deduplicated. The severity distribution is weighted toward physical assault and lethal incidents, reflecting a more acute Q1 profile than subsequent monitored periods.
Q1 2026 carries the highest concentration of lethal incidents in the monitored series. Four of the five lethal incidents fall under Dissent and Protest.
Unknown means the incident record does not contain sufficient contextual information to assign a primary trigger. It does not mean the incident lacked a political dimension.
The Institutional Integrity Score at 77.8 reflects a ratio of seven accusation signals to two trust signals in IEBC-related coverage during Q1. Coverage in this period is shaped partly by the run-up to the ECVR registration exercise, with questions about IEBC funding, capacity and independence appearing across multiple articles.
Accusation terms: rigging allegations, compromised, manipulated, integrity concerns. Trust terms: credible, independent. IIS score: 77.8.
Named individuals appearing most frequently across the monitored corpus. Size reflects frequency of mention. This is a measure of who dominated political discourse, not an assessment of involvement in violence.
Frequency: Ruto 32, Gachagua 16, Kanja 12, Sifuna 11. Douglas Kanja at third reflects coverage of police involvement in protest-related incidents and accountability demands.
Ol Kalou leads location mentions substantially, driven by the by-election as the dominant electoral event of Q1 and by the registration suspension and political confrontations in that constituency. The presence of Kakamega, Isiolo and Kitengela alongside Nairobi traces a geographic distribution spanning the Western Kenya corridor, the northern frontier and Nairobi's eastern commuter belt.
Frequency: Ol Kalou 23, Nairobi 18, Kakamega 14, Isiolo 10, Kitengela 9.
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