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MUNIMETRIC2026 Research Archive
Archived research Observations ended September 27, 2026. This is a historical record, not live monitoring.

Retrospective findings

What the frozen record shows

Final snapshot

Among 9,950 active scored markets on September 27, 2026 under v0.1.2, the mean MISI was 25.119 and the median was 25.420. Mean score confidence was 0.9121.

MISI bandMarketsShare
Stable3,02030.4%
Watch6,26963.0%
Fragile6606.6%
High Stress10.0%

Which families contributed

Mean points contributed per market in the same final cohort. These are derived MISI contributions, not separate measured source variables or causal attributions.

FamilyMean points, 0–20Markets with nonzero points
Operational Stress11.5499,697
Capex Pressure8.4597,920
Revenue Fragility3.3785,784
Rate Constraint0.205324
Governance Risk1.5283,086

Recorded movement and coverage

26.50.8
Mean MISI on each actual scoring date, March 12–September 27, 2026. Each date has its own recorded market cohort and version mix; this line is not a controlled same-market, same-method trend.

History contains 1,265,649 scores for 9,969 distinct markets on 133 actual dates. Observations were not interpolated. See the timeline for version and coverage context.

Read all 133 date counts, means and version mixes
DateScore rowsMean MISIStored versions
2026-03-12955.368v0.1.0: 95
2026-03-131906.237v0.1.1: 95, v0.1.2: 95
2026-03-16956.863v0.1.2: 95
2026-03-185635.945v0.1.2: 563
2026-03-205635.977v0.1.2: 563
2026-03-215635.977v0.1.2: 563
2026-03-225635.973v0.1.2: 563
2026-03-249,5126.104v0.1.1: 9,512
2026-03-259,5127.843v0.1.2: 9,512
2026-03-271488.764v0.1.2: 148
2026-03-299,5127.855v0.1.1: 9,512
2026-04-013450.765v0.1.2: 345
2026-04-0210,20211.235v0.1.1: 9,857, v0.1.2: 345
2026-04-0319,81412.196v0.1.1: 9,957, v0.1.2: 9,857
2026-04-049,95710.397v0.1.1: 9,957
2026-04-0519,90010.408v0.1.1: 9,950, v0.1.2: 9,950
2026-04-069,95025.747v0.1.1: 9,950
2026-04-079,95025.747v0.1.1: 9,950
2026-04-089,95026.344v0.1.1: 9,950
2026-04-099,95026.344v0.1.1: 9,950
2026-04-109,95026.332v0.1.1: 9,950
2026-04-139,95026.335v0.1.1: 9,950
2026-04-149,95026.335v0.1.1: 9,950
2026-04-189,96526.336v0.1.1: 9,965
2026-04-199,95026.336v0.1.1: 9,950
2026-04-219,95026.413v0.1.1: 9,950
2026-04-229,95026.413v0.1.1: 9,950
2026-04-239,95026.412v0.1.1: 9,950
2026-04-249,95026.412v0.1.1: 9,950
2026-04-259,95026.499v0.1.1: 9,950
2026-04-2619,90025.867v0.1.1: 9,950, v0.1.2: 9,950
2026-04-279,95025.236v0.1.2: 9,950
2026-04-289,95025.235v0.1.2: 9,950
2026-04-299,95025.235v0.1.2: 9,950
2026-04-309,95025.235v0.1.2: 9,950
2026-05-019,95025.233v0.1.2: 9,950
2026-05-029,95025.177v0.1.2: 9,950
2026-05-039,95025.177v0.1.2: 9,950
2026-05-049,95025.177v0.1.2: 9,950
2026-05-059,95025.177v0.1.2: 9,950
2026-05-069,95025.177v0.1.2: 9,950
2026-05-079,95025.179v0.1.2: 9,950
2026-05-089,95025.163v0.1.2: 9,950
2026-05-099,95025.162v0.1.2: 9,950
2026-05-109,95025.163v0.1.2: 9,950
2026-05-179,95025.151v0.1.2: 9,950
2026-05-199,95025.151v0.1.2: 9,950
2026-05-219,95025.152v0.1.2: 9,950
2026-05-229,95025.163v0.1.2: 9,950
2026-05-249,95025.166v0.1.2: 9,950
2026-05-269,95025.166v0.1.2: 9,950
2026-05-289,95025.166v0.1.2: 9,950
2026-05-319,95025.085v0.1.2: 9,950
2026-06-019,95025.088v0.1.2: 9,950
2026-06-029,95025.090v0.1.2: 9,950
2026-06-089,95024.940v0.1.2: 9,950
2026-06-119,95024.940v0.1.2: 9,950
2026-06-129,95024.894v0.1.2: 9,950
2026-06-149,95024.893v0.1.2: 9,950
2026-06-159,95024.894v0.1.2: 9,950
2026-06-169,95024.894v0.1.2: 9,950
2026-06-229,95024.822v0.1.2: 9,950
2026-06-239,95024.822v0.1.2: 9,950
2026-06-289,95024.709v0.1.2: 9,950
2026-06-299,95024.710v0.1.2: 9,950
2026-06-309,95024.710v0.1.2: 9,950
2026-07-019,95024.707v0.1.2: 9,950
2026-07-029,95024.713v0.1.2: 9,950
2026-07-039,95024.603v0.1.2: 9,950
2026-07-049,95024.603v0.1.2: 9,950
2026-07-059,95024.603v0.1.2: 9,950
2026-07-069,95024.604v0.1.2: 9,950
2026-07-079,95024.604v0.1.2: 9,950
2026-07-089,95024.604v0.1.2: 9,950
2026-07-099,95024.604v0.1.2: 9,950
2026-07-109,95024.587v0.1.2: 9,950
2026-07-119,95024.588v0.1.2: 9,950
2026-07-129,95024.588v0.1.2: 9,950
2026-07-139,95024.589v0.1.2: 9,950
2026-07-149,95024.588v0.1.2: 9,950
2026-07-169,95024.589v0.1.2: 9,950
2026-07-179,95024.517v0.1.2: 9,950
2026-07-189,95024.517v0.1.2: 9,950
2026-07-199,95024.517v0.1.2: 9,950
2026-07-209,95024.518v0.1.2: 9,950
2026-07-219,95024.518v0.1.2: 9,950
2026-07-229,95024.518v0.1.2: 9,950
2026-07-239,95024.518v0.1.2: 9,950
2026-07-299,95024.505v0.1.2: 9,950
2026-07-309,95024.505v0.1.2: 9,950
2026-07-319,95024.429v0.1.2: 9,950
2026-08-019,95024.394v0.1.2: 9,950
2026-08-029,95024.427v0.1.2: 9,950
2026-08-039,95024.430v0.1.2: 9,950
2026-08-089,95024.427v0.1.2: 9,950
2026-08-099,95024.426v0.1.2: 9,950
2026-08-109,95024.424v0.1.2: 9,950
2026-08-159,95024.479v0.1.2: 9,950
2026-08-169,95024.479v0.1.2: 9,950
2026-08-179,95024.480v0.1.2: 9,950
2026-08-189,95024.480v0.1.2: 9,950
2026-08-209,95024.480v0.1.2: 9,950
2026-08-229,95024.588v0.1.2: 9,950
2026-08-239,95024.589v0.1.2: 9,950
2026-08-249,95024.589v0.1.2: 9,950
2026-08-259,95024.589v0.1.2: 9,950
2026-08-269,95024.590v0.1.2: 9,950
2026-08-279,95024.591v0.1.2: 9,950
2026-08-289,95024.662v0.1.2: 9,950
2026-08-319,95024.948v0.1.2: 9,950
2026-09-019,95024.947v0.1.2: 9,950
2026-09-029,95024.961v0.1.2: 9,950
2026-09-049,95025.006v0.1.2: 9,950
2026-09-059,95025.006v0.1.2: 9,950
2026-09-069,95025.009v0.1.2: 9,950
2026-09-079,95025.010v0.1.2: 9,950
2026-09-099,95025.010v0.1.2: 9,950
2026-09-109,95025.010v0.1.2: 9,950
2026-09-129,95025.068v0.1.2: 9,950
2026-09-139,95025.069v0.1.2: 9,950
2026-09-149,95025.071v0.1.2: 9,950
2026-09-159,95025.071v0.1.2: 9,950
2026-09-169,95025.071v0.1.2: 9,950
2026-09-179,95025.071v0.1.2: 9,950
2026-09-189,95025.116v0.1.2: 9,950
2026-09-199,95025.117v0.1.2: 9,950
2026-09-209,95025.117v0.1.2: 9,950
2026-09-219,95025.117v0.1.2: 9,950
2026-09-229,95025.117v0.1.2: 9,950
2026-09-239,95025.117v0.1.2: 9,950
2026-09-259,95025.117v0.1.2: 9,950
2026-09-269,95025.118v0.1.2: 9,950
2026-09-279,95025.119v0.1.2: 9,950

State and system detail

Final state summaries and individual archived trajectories are available for inspection. Unequal market coverage, confidence and historical version treatment constrain cross-state comparisons.

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