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

fivetran/great_expectations

Python

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

Outside pull requests to fivetran/great_expectations got a first human reply in a median of 2.3 days (149 pull requests, 18 April to 15 October 2026); 16% got none within 14 days. It ranks 1,079 of 3,219 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.

Key facts
Rank1,079 of 3,219
Score54.64
TierC
Median first reply2.3 days (56.2 hours)
14-day no-reply share16%
First-timer rankNot enough evidence to show under this lens.
EcosystemPython
Window18 April to 15 October 2026

Composite

Rank
1,079 of 3,219
Score
54.64
Tier
C
Coverage
88% · Ceiling A
Quadrant
Sweet Spot

Coordinates: leverage 59.4 (coverage 100%), friction 49.5 (coverage 80%)

Five pillars

Score out of 100, and how much of the pillar was measured
PillarScoreCoverage
Responsiveness65.080%
Criticality66.8100%
Governance38.3100%
Rigor61.0100%
Accessibility32.550%

The measured parameters

Responsiveness

ParameterValueScoreCountWindowSource
Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days.96.9%100.03218 April to 17 July 2026primaryraw/pr_window/fivetran__great_expectations.json
PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days.15.9%68.111320 April to 17 October 2026primaryraw/pr_window/fivetran__great_expectations.json
First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged.Not shown: Collector failure
Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply.56.2 hours (2.3 days)44.314918 April to 15 October 2026primaryraw/pr_window/fivetran__great_expectations.json
Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged.488.2 hours (20.3 days)35.010818 April to 15 October 2026primaryraw/pr_window/fivetran__great_expectations.json

Criticality

ParameterValueScoreCountWindowSource
DependentsPackages in the registry that depend on this project, counted once each.5868.5——primaryraw/dependents/fivetran__great_expectations.json
Monthly DownloadsDownloads from the package registry in a month.19.2 million downloads a month84.0——primaryraw/downloads/pypi__great_expectations.json
OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals.0.527352.7——primaryraw/github_meta/fivetran__great_expectations.json

Governance

ParameterValueScoreCountWindowSource
Elephant FactorThe fewest organisations that account for half of the last year's commits.250.0460—primaryraw/commits_365d/fivetran__great_expectations.json
Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA.Company CLA25.0——primaryraw/governance/fivetran__great_expectations.json
Promotion LadderHow openly a contributor can become a maintainer, from closed to verified.No written path to becoming a maintainer40.0——primaryraw/governance/fivetran__great_expectations.json

Rigor

ParameterValueScoreCountWindowSource
AI Policy PostureWhether the project has a written policy on AI-assisted contributions.Written AI policy95.0——primaryraw/governance/fivetran__great_expectations.json
Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100.59.549559.5293—proxy:review_ciraw/pr_window/fivetran__great_expectations.json
Substantive Review RateShare of decided pull requests that received a substantive review.23.1%28.916018 April to 15 October 2026primaryraw/pr_window/fivetran__great_expectations.json

Accessibility

ParameterValueScoreCountWindowSource
Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals.8585.030—primaryraw/actions_runs/fivetran__great_expectations.json
Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days.Not shown: Collector failure
Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers.110.0——primaryraw/gfi/fivetran__great_expectations.json
Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days.Not shown: Collector failure

Persona view

PersonaRankScoreTierStatus
Balanced1,079 of 3,21954.64CRated
First-timerNot enough evidence to show under this lens.
Career capital532 of 79854.74CRated
Senior systemsFewer than 3 organizations account for most commits (not multi-vendor).
AI-assisted964 of 3,69656.71BRated

Integrity

Snapshot
2026-10-17
Raw hash
da4ce5d353929dd773611caf8b0843b5d43d5c7812cd2b2b71bc223746b1e605

No suspicion flags on this repository.

The full record is in data/2026-10-17/repos/bb.json, under the key fivetran/great_expectations.

How every number is measured: Porchlamp methodology.

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

Porchlamp (2026). fivetran/great_expectations. Snapshot 2026-10-17. https://porchlamp.org/projects/fivetran/great_expectations/. CC BY 4.0.

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