PorchlampFind the projects that leave the light on.2026-10-17

JerBouma/FinanceDatabase

Python

What happens to a stranger's pull request here, in the Porchlamp snapshot of 17 October 2026.

Outside pull requests to JerBouma/FinanceDatabase got a first human reply in a median of 1.2 hours (16 pull requests, 18 April to 15 October 2026); 0% got none within 14 days. It ranks 1,091 of 3,219 overall. For first-time contributors it ranks 771 of 1,525 (the bottom 50%).

Key facts
Rank1,091 of 3,219
Score54.54
TierC
Median first reply1.2 hours
14-day no-reply share0%
First-timer rank771 of 1,525
EcosystemPython
Window18 April to 15 October 2026

Composite

Rank
1,091 of 3,219
Score
54.54
Tier
C
Coverage
86% · Ceiling A
Quadrant
Nursery

Coordinates: leverage 43.0 (coverage 100%), friction 29.9 (coverage 78%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness95.375%
Criticality39.8100%
Governance61.0100%
Rigor36.1100%
Accessibility21.050%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.Not shown: Insufficient sample size
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.0.0%100.02320 April to 17 October 2026primaryraw/pr_window/JerBouma__FinanceDatabase.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.83.3%100.06—primaryraw/author_history/JerBouma__FinanceDatabase.json
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.1.2 hours (0 days)100.01618 April to 15 October 2026primaryraw/pr_window/JerBouma__FinanceDatabase.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.208.6 hours (8.7 days)64.42418 April to 15 October 2026primaryraw/pr_window/JerBouma__FinanceDatabase.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.748.1——primaryraw/dependents/JerBouma__FinanceDatabase.json
Monthly DownloadsDownloads from the package registry in a month.20,118 downloads a month33.0——primaryraw/downloads/pypi__FinanceDatabase.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.351735.2——primaryraw/github_meta/JerBouma__FinanceDatabase.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.125.0471—primaryraw/commits_365d/JerBouma__FinanceDatabase.json
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.No CLA or sign-off found85.0——primaryraw/governance/JerBouma__FinanceDatabase.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.A written path to becoming a maintainer75.0——primaryraw/governance/JerBouma__FinanceDatabase.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.No written AI policy40.0——primaryraw/governance/JerBouma__FinanceDatabase.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.57.557.5——primaryraw/scorecard/JerBouma__FinanceDatabase.json
Substantive Review RateShare of decided pull requests that received a substantive review.3.0%3.83318 April to 15 October 2026primaryraw/pr_window/JerBouma__FinanceDatabase.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.7070.030—primaryraw/actions_runs/JerBouma__FinanceDatabase.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.Not shown: Insufficient sample size
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.00.0——primaryraw/gfi/JerBouma__FinanceDatabase.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.Not shown: Insufficient sample size

Persona view

PersonaRankScoreTierStatus
Balanced1,091 of 3,21954.54CRated
First-timer771 of 1,52556.39B (capped)Rated
Career capitalThis repository's production-criticality signal is not yet high enough for career-capital ranking.
Senior systemsFewer than 3 organizations account for most commits (not multi-vendor).
AI-assisted1,741 of 3,69650.91CRated

Integrity

Snapshot
2026-10-17
Raw hash
b8ec7d9a34e280696ced98c8b0d732e3cb7d3027151486e40e1dc6ef07aaf45f

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/a4.json, under the key JerBouma/FinanceDatabase.

How every number is measured: Porchlamp methodology.

Open an issue about this record and say what looks wrong.

Porchlamp (2026). JerBouma/FinanceDatabase. Snapshot 2026-10-17. https://porchlamp.org/projects/jerbouma/financedatabase/. CC BY 4.0.

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