Integrity Advocate — Admin Dashboard (Prototype)

Exams purchased

24,000

▲ 4,000 added this quarter

Across 6 active contracts 6

Exams used

16,842

▲ 12% vs. prior 30 days

Used in last 30 days 2,180

Exams remaining

7,158

70% of pool consumed

Est. depletion Sep 24

Sessions flagged

1,043

▲ 0.8pt flag rate rising

Flag rate 6.2%

Exam consumption

Purchased pool vs. cumulative usage

Sessions & flags over time

Completed sessions and flagged share

Flags by type

Last 30 days · filterable

Flag severity mix

Share by review outcome

Origin of sessions

By IP geolocation · red = flagged

142 cities · 18 countries

Top test takers with violations

Ranked by weighted flag score

View all →

Cohort: score vs. violations

Bubble size = sessions · ▲ high integrity / ▼ watch

Compare →

Exam duration vs. average session length

Allotted time compared with how long takers actually spend — a large gap can signal rushing or padding

All exams →

Allotted durationAvg. session length

Prototype with mock data — filters and sorting are wired for interaction reference; connect to the Flags API for live data.

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Total flags

3,918

across 1,043 sessions

Avg flags / flagged session

3.8

▲ 0.4 vs prior period

Confirmed violations

612

58% of reviewed flags

Awaiting review

427

● queue oldest 3d

Flag frequency by type

Volume and confirmed-violation rate

Flags over time by type

Trend, stacked

Flag log

Most recent · click a row to open the session recording

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Sessions (30d)

16,842

Completed 16,090

Flagged

1,043

Flag rate 6.2%

Avg. session length

47m

vs 60m median allotted

Reused IP addresses

318

New IPs 1,902

Session length distribution

Minutes, flagged vs clean

IP address profile

Reused vs. new · shared

Sessions by hour

Local start time

Sessions

Duration vs. allotted, flag count, and IP status

Filter

Unique test takers

9,204

across all cohorts

Takers with ≥1 flag

844

9.2% of takers

Repeat offenders

126

3+ flagged sessions

Avg. exam score

81.4%

▲ 1.2pt vs prior

Test takers with violations

Ranked by weighted flag score · click to open taker profile & session history

Active exams

38

12 certification, 26 practice

Median allotted

60m

range 20m–180m

Median session length

47m

78% of allotted used

Highest flag-rate exam

PMP Practice

Flag rate 11.4%

Duration vs. average session length

Per exam — allotted time vs. actual, ordered by usage gap

Allotted durationAvg. session length

Exam catalog

Usage, timing, and integrity per exam

Compare

vs.

Exam score vs. violation rate

Each bubble is a cohort · size = sessions

Cohort vs. cohort

Head-to-head on key integrity metrics

Summer 2026 – ASummer 2026 – B

All cohorts

Score, flag rate, and volume side by side