praxyjobs

The measured state of the job index.

Freshness, data completeness, provenance, and quality gates come from the public API responses used by this page. Missing measurements stay missing.

Every number is a live query.

Quality snapshot measured .

Current measurements

Quality is cached for five minutes. Service availability is reported separately on the point-in-time status page.

Freshness

Last sweep at
Oct 17, 2026, 2:52 AM UTC
Freshness lag p50 days
5.17
Freshness lag p95 days
50.48
Open jobs last seen p50 days
5.57
Open jobs last seen p95 days
89.87
Open jobs stale 8d
1,407,684
Jobs without last seen
0
Default served open jobs
2,105,083

Liveness

Blocked
Measured value
Not measured

Provenance

Failing
Source transparency
100%
Coverage rate
64.1%
Jobs with complete envelope
2,651,845
Open jobs
4,136,529

Completeness

Benefits
3.6%
Canonical employment type
100%
Canonical source
100%
Canonical status
100%
Canonical work arrangement
100%
Company domain
77.8%
Company name
94.1%
Deterministic location
98.4%

Quality gates

The latest state and measured values returned by GET /v1/data-quality/current.

  • Apply link liveness

    Blocked

    >=1,000 measured Gold-job apply links, >=98% live, measured within 8 days

    Measured value
    Not measured

    No retained apply-link liveness artifact was found.

  • Auth flags

    Blocked

    Every described default-served job is counted exactly once as true/false/null for both auth fields with current extractor provenance; retained owner-signed >=200-row review has >=95% emitted-value precision and zero known negation inversions

    All described jobs reported
    Yes
    Current extractor provenance rate
    99.3%
    Current extractor provenance rows
    1,331,058
    Described jobs
    1,340,151

    Default-served jobs with descriptions plus the retained auth-flags calibration. Null means the source is silent; it is never coerced to false.

  • Change backlog bounded

    Validated

    Change outbox holds <= 5,000,000 rows

    Estimated rows
    0
    Max rows
    5,000,000

    Measured by jobs_supply.data_quality.

  • Company domains

    Failing

    100% of companies with open jobs have a syntactically valid domain

    Coverage rate
    77.8%
    Total
    84,927
    Valid domains
    66,047

    Measured by jobs_supply.data_quality.

  • Company identity accuracy

    Blocked

    500 unique human-reviewed rows; publish measured baseline precision without substitution

    Artifact sha256
    Not measured
    Blocked reason
    human-reviewed calibration artifact not found
    Precision
    Not measured
    Reviewed
    0

    Retained jobs-supply accuracy calibration artifact.

  • Company names

    Failing

    100% human-readable and no opaque company card

    Coverage rate
    99.9%
    Human readable
    84,856
    Opaque companies with resolvable jobs
    16
    Total
    84,927

    Measured by jobs_supply.data_quality.

  • Competitor scrub

    Validated

    Zero tal.af or Jobs in the Wild references

    Measured value
    0

    Measured by jobs_supply.data_quality.

  • Country search parity

    Failing

    Top-country stats count equals country-search total

    Measured by jobs_supply.data_quality.

  • Date evidence accuracy

    Blocked

    500 unique human-reviewed rows; publish measured baseline precision without substitution

    Artifact sha256
    Not measured
    Blocked reason
    human-reviewed calibration artifact not found
    Precision
    Not measured
    Reviewed
    0

    Retained jobs-supply accuracy calibration artifact.

  • Dedup

    Blocked

    >=500 reviewed jobs across >=500 human-labeled pair cases; false merges <2%, missed duplicates <10%

    Candidate missed duplicate pairs
    0
    False merge rate
    Not measured
    Gold set case count
    500
    Gold set size
    0

    Measured from the committed human-adjudicated dedup gold set against current jobs-db group ids.

  • Derived label depth

    Blocked

    >=40% of described default-served jobs have skills and a retained >=200-job review measures >=95% emitted-label precision for both skills and benefits

    Benefits coverage rate
    6.2%
    Benefits mean items per described job
    0.1
    Default served open jobs
    1,340,151
    Described jobs
    1,340,151

    Default-served jobs with source descriptions plus the retained human-reviewed derived-label artifact.

  • Filter enums

    Failing

    Zero non-canonical employment_type, work arrangement, source, or status values

    Invalid employment type
    0
    Invalid source
    1,150
    Invalid status
    0
    Invalid work arrangement
    1

    Measured by jobs_supply.data_quality.

  • Freshness closure

    Validated

    No missing seen dates or open rows with closed_at

    Missing first seen
    0
    Missing last seen
    0
    Open with closed at
    0

    Measured by jobs_supply.data_quality.

  • Hydration liveness

    Validated

    No description backlog, or a hydration wave ran within 3.0h

    Hydration age hours
    0.11
    Hydration backlog open
    1,330,439
    Last hydration run at
    Oct 17, 2026, 5:27 AM UTC
    Max age hours
    3

    Measured by jobs_supply.data_quality.

  • Hydration throughput

    Validated

    Backlog under 50k, or >=10,000 rows hydrated in 24h

    Hydrated 24h
    100,126
    Hydration backlog open
    1,330,439
    Min rows 24h
    10,000

    Measured by jobs_supply.data_quality.

  • Ingestion liveness

    Validated

    A board load landed within the last 30.0h

    Last sweep at
    Oct 17, 2026, 2:52 AM UTC
    Max age hours
    30
    Sweep age hours
    2.68

    Measured by jobs_supply.data_quality.

  • Intake gold

    Failing

    >=90% of day-old intake clears full job and company Gold

    Cohort first seen 24 48h
    431,729
    Cohort gold
    128,134
    Gold rate
    29.7%
    Measurement
    current full Gold share of retained unique intake aged 24-48h; not a historical 24h deadline measurement

    Measured by jobs_supply.data_quality.

  • Location

    Failing

    Non-board Gold jobs require location; board location gaps remain measured but do not block publication

    Legacy country array mismatches
    86,946
    Legacy derived country missing from codes
    0
    Public gold jobs
    2,096,936
    Public gold location measured
    Yes

    Measured by jobs_supply.data_quality.

  • Public gold contract

    Failing

    100% of publicly served jobs satisfy age, description, freshness, and human-link rules; non-board jobs also require location

    Default served jobs
    1,340,151
    Described gold jobs
    1,340,151
    Excluded dated over 6 months
    396,057
    Excluded description below 200
    1,330,439

    Measured by jobs_supply.data_quality.

  • Removal liveness

    Validated

    No stale-open backlog, or a closure applied within 36.0h

    Closure age hours
    0.34
    Last applied closure at
    Oct 17, 2026, 5:13 AM UTC
    Max age hours
    36
    Stale open 30d
    753,196

    Measured by jobs_supply.data_quality.

  • Salary

    Failing

    Every explicit source-salary statement is retained or parsed; parsed ranges are valid

    Malformed currency
    0
    Negative or inverted
    0
    Raw present
    365,083
    Salary populated
    365,083

    Measured by jobs_supply.data_quality.

  • Staleness quarantine

    Failing

    >=95% of otherwise default-served open jobs verified on-board within 21 days

    Coverage rate
    78.4%
    Eligible open jobs
    4,030,520
    Freshness lag p50 days
    5.17
    Freshness lag p95 days
    50.48

    Measured by jobs_supply.data_quality.

  • Structured location accuracy

    Blocked

    500 unique human-reviewed rows; publish measured baseline precision without substitution

    Artifact sha256
    Not measured
    Blocked reason
    human-reviewed calibration artifact not found
    Precision
    Not measured
    Reviewed
    0

    Retained jobs-supply accuracy calibration artifact.

  • Synthesized provenance

    Failing

    Every open job has at least one complete field-level provenance envelope

    Coverage rate
    64.1%
    Jobs with complete envelope
    2,651,845
    Open jobs
    4,136,529

    Measured by jobs_supply.data_quality.

  • Taxonomy

    Failing

    100% canonical family, subfamily, and skill-cluster shape; honest unknown is canonical

    Missing skill clusters
    0
    Missing subfamily
    198,154
    Noncanonical family
    1,099,466
    Null or empty family
    1,430

    Measured by jobs_supply.data_quality.

  • Taxonomy accuracy

    Blocked

    500 unique human-reviewed rows; publish measured baseline precision without substitution

    Artifact sha256
    Not measured
    Blocked reason
    human-reviewed calibration artifact not found
    Precision
    Not measured
    Reviewed
    0

    Retained jobs-supply accuracy calibration artifact.