The engine room
This system collects, grades, and monitors itself. This is its pulse.
indeed
23h ago
last successful run
rozee
8w ago
last successful run
23h ago
last successful run
mustakbil
23h ago
last successful run
Freshness
23h
since last touched record
Table sizes
9,352
postings
71,451
skill mentions
Weekly briefing
template fallback
Weekly briefing for the week of 2026-09-07. Last week, 13 forecast(s) were graded: 7 beat baseline, 0 tied baseline, and 6 lost to baseline, with a mean absolute error of 24.92. Across all graded weeks to date, 104 forecast(s) have been graded in total: 43 beat, 13 tied, and 48 lost, for an overall mean absolute error of 41.14. 13 new forecast(s) were logged this week, for the week of 2026-09-21. Posting volume from Mustakbil was 2 last week, down from 7 the week before. The top skills by distinct-company count last week were: Excel (118 companies), Reporting (95 companies), Customer Service (85 companies), CRM (64 companies), Social Media Marketing (54 companies). Entering the top 10: LinkedIn, SEO. Leaving the top 10: ERP, Troubleshooting.
Generated from computed facts and machine-verified before publication -- the model never computes or predicts, and every number and name above traces back to the underlying data.
Pending
All postings (Mustakbil)
4.3 [1.0–7.7]
logged 1w ago · for the week of 2026-09-14
All postings (Mustakbil)
4.0 [0.7–7.3]
logged 6d ago · for the week of 2026-09-21
Accounting
70.0 [57.7–82.3]
logged 1w ago · for the week of 2026-09-14
Business Development
80.7 [69.0–92.4]
logged 1w ago · for the week of 2026-09-14
CRM
110.7 [87.3–134.0]
logged 1w ago · for the week of 2026-09-14
Customer Service
96.3 [87.4–105.3]
logged 1w ago · for the week of 2026-09-14
Digital Marketing
72.3 [58.2–86.5]
logged 1w ago · for the week of 2026-09-14
Graded log
beat 43, tied 13, lost 48
of 104 graded
Some of these were computed across a collection-cadence change (initial bulk backfill vs. daily collection) — their error reflects that, not forecast skill.
Communication
pred 245.0
base 245.0
actual 11.0
tied baseline
scope Mustakbil + Rozee
CRM
pred 94.0
base 94.0
actual 1.0
tied baseline
scope Mustakbil + Rozee
Data Analysis
pred 78.0
base 78.0
actual 11.0
tied baseline
scope Mustakbil + Rozee
Data Entry
pred 80.0
base 80.0
actual 2.0
tied baseline
scope Mustakbil + Rozee
Digital Marketing
pred 56.0
base 56.0
actual 1.0
tied baseline
scope Mustakbil + Rozee
Excel
pred 121.0
base 121.0
actual 7.0
tied baseline
scope Mustakbil + Rozee
MS Office
pred 64.0
base 64.0
actual 5.0
tied baseline
scope Mustakbil + Rozee
Negotiation
pred 56.0
base 56.0
actual 1.0
tied baseline
scope Mustakbil + Rozee
Problem Solving
pred 53.0
base 53.0
actual 5.0
tied baseline
scope Mustakbil + Rozee
Reporting
pred 114.0
base 114.0
actual 8.0
tied baseline
scope Mustakbil + Rozee
Social Media Marketing
pred 54.0
base 54.0
actual 7.0
tied baseline
scope Mustakbil + Rozee
Time Management
pred 68.0
base 68.0
actual 3.0
tied baseline
scope Mustakbil + Rozee
All postings (Mustakbil)
pred 261.0
base 261.0
actual 20.0
tied baseline
scope Mustakbil + Rozee
Communication
pred 200.5
base 156.0
actual 14.0
lost to baseline
scope Mustakbil + Rozee
CRM
pred 77.0
base 60.0
actual 3.0
lost to baseline
scope Mustakbil + Rozee
Customer Service
pred 50.0
base 54.0
actual 0.0
beat baseline
scope Mustakbil + Rozee
Data Analysis
pred 102.5
base 127.0
actual 1.0
beat baseline
scope Mustakbil + Rozee
Data Entry
pred 94.5
base 109.0
actual 2.0
beat baseline
scope Mustakbil + Rozee
Excel
pred 94.0
base 67.0
actual 6.0
lost to baseline
scope Mustakbil + Rozee
Leadership
pred 38.5
base 38.0
actual 0.0
lost to baseline
scope Mustakbil + Rozee
MS Office
pred 45.5
base 27.0
actual 4.0
lost to baseline
scope Mustakbil + Rozee
Negotiation
pred 38.5
base 21.0
actual 2.0
lost to baseline
scope Mustakbil + Rozee
Problem Solving
pred 47.5
base 42.0
actual 4.0
lost to baseline
scope Mustakbil + Rozee
Reporting
pred 100.0
base 86.0
actual 3.0
lost to baseline
scope Mustakbil + Rozee
Time Management
pred 79.5
base 91.0
actual 2.0
beat baseline
scope Mustakbil + Rozee
All postings (Mustakbil)
pred 137.5
base 14.0
actual 21.0
lost to baseline
scope Mustakbil + Rozee
APIs
pred 33.0
base 63.0
actual 71.0
lost to baseline
scope Mustakbil + Indeed
Business Development
pred 24.5
base 48.0
actual 68.0
lost to baseline
scope Mustakbil + Indeed
Content Marketing
pred 22.5
base 43.0
actual 54.0
lost to baseline
scope Mustakbil + Indeed
CRM
pred 43.5
base 85.0
actual 138.0
lost to baseline
scope Mustakbil + Indeed
Customer Service
pred 34.5
base 68.0
actual 114.0
lost to baseline
scope Mustakbil + Indeed
Digital Marketing
pred 28.0
base 56.0
actual 92.0
lost to baseline
scope Mustakbil + Indeed
Excel
pred 42.5
base 84.0
actual 154.0
lost to baseline
scope Mustakbil + Indeed
Lead Generation
pred 25.0
base 47.0
actual 69.0
lost to baseline
scope Mustakbil + Indeed
pred 27.5
base 52.0
actual 77.0
lost to baseline
scope Mustakbil + Indeed
Reporting
pred 55.0
base 109.0
actual 188.0
lost to baseline
scope Mustakbil + Indeed
SEO
pred 23.0
base 46.0
actual 76.0
lost to baseline
scope Mustakbil + Indeed
Social Media Marketing
pred 43.0
base 82.0
actual 143.0
lost to baseline
scope Mustakbil + Indeed
All postings (Mustakbil)
pred 17.0
base 20.0
actual 5.0
beat baseline
scope Mustakbil + Indeed
APIs
pred 44.0
base 66.0
actual 51.0
beat baseline
scope Mustakbil + Indeed
Business Development
pred 40.7
base 73.0
actual 71.0
lost to baseline
scope Mustakbil + Indeed
Content Marketing
pred 36.0
base 63.0
actual 36.0
beat baseline
scope Mustakbil + Indeed
CRM
pred 88.7
base 179.0
actual 115.0
beat baseline
scope Mustakbil + Indeed
Customer Service
pred 68.7
base 137.0
actual 105.0
lost to baseline
scope Mustakbil + Indeed
Digital Marketing
pred 51.3
base 98.0
actual 71.0
beat baseline
scope Mustakbil + Indeed
Excel
pred 82.0
base 161.0
actual 114.0
beat baseline
scope Mustakbil + Indeed
Lead Generation
pred 42.3
base 77.0
actual 61.0
lost to baseline
scope Mustakbil + Indeed
pred 47.7
base 88.0
actual 78.0
lost to baseline
scope Mustakbil + Indeed
Reporting
pred 95.3
base 176.0
actual 168.0
lost to baseline
scope Mustakbil + Indeed
SEO
pred 39.0
base 71.0
actual 52.0
beat baseline
scope Mustakbil + Indeed
Social Media Marketing
pred 72.0
base 130.0
actual 91.0
beat baseline
scope Mustakbil + Indeed
All postings (Mustakbil)
pred 18.3
base 21.0
actual 2.0
beat baseline
scope Mustakbil + Indeed
APIs
pred 66.7
base 71.0
actual 52.0
beat baseline
scope Mustakbil + Indeed
Business Development
pred 63.0
base 68.0
actual 88.0
lost to baseline
scope Mustakbil + Indeed
Content Marketing
pred 53.3
base 54.0
actual 49.0
beat baseline
scope Mustakbil + Indeed
CRM
pred 134.0
base 138.0
actual 132.0
beat baseline
scope Mustakbil + Indeed
Customer Service
pred 106.3
base 114.0
actual 97.0
beat baseline
scope Mustakbil + Indeed
Digital Marketing
pred 82.0
base 92.0
actual 84.0
beat baseline
scope Mustakbil + Indeed
Excel
pred 133.0
base 154.0
actual 127.0
beat baseline
scope Mustakbil + Indeed
Lead Generation
pred 64.3
base 69.0
actual 80.0
lost to baseline
scope Mustakbil + Indeed
pred 72.3
base 77.0
actual 70.0
beat baseline
scope Mustakbil + Indeed
Reporting
pred 157.7
base 188.0
actual 166.0
beat baseline
scope Mustakbil + Indeed
SEO
pred 64.3
base 76.0
actual 76.0
lost to baseline
scope Mustakbil + Indeed
Social Media Marketing
pred 118.3
base 143.0
actual 108.0
beat baseline
scope Mustakbil + Indeed
All postings (Mustakbil)
pred 15.3
base 5.0
actual 3.0
lost to baseline
scope Mustakbil + Indeed
Accounting
pred 55.3
base 55.0
actual 66.0
beat baseline
scope Mustakbil + Indeed
APIs
pred 62.7
base 51.0
actual 73.0
beat baseline
scope Mustakbil + Indeed
Business Development
pred 70.7
base 71.0
actual 81.0
lost to baseline
scope Mustakbil + Indeed
CRM
pred 144.0
base 115.0
actual 104.0
lost to baseline
scope Mustakbil + Indeed
Customer Service
pred 118.7
base 105.0
actual 91.0
lost to baseline
scope Mustakbil + Indeed
Digital Marketing
pred 87.0
base 71.0
actual 61.0
lost to baseline
scope Mustakbil + Indeed
Excel
pred 143.0
base 114.0
actual 139.0
beat baseline
scope Mustakbil + Indeed
Lead Generation
pred 69.0
base 61.0
actual 73.0
beat baseline
scope Mustakbil + Indeed
pred 81.0
base 78.0
actual 69.0
lost to baseline
scope Mustakbil + Indeed
Reporting
pred 177.3
base 168.0
actual 154.0
lost to baseline
scope Mustakbil + Indeed
SEO
pred 66.3
base 52.0
actual 65.0
beat baseline
scope Mustakbil + Indeed
Social Media Marketing
pred 121.3
base 91.0
actual 96.0
lost to baseline
scope Mustakbil + Indeed
All postings (Mustakbil)
pred 9.3
base 2.0
actual 3.0
lost to baseline
scope Mustakbil + Indeed
Accounting
pred 64.0
base 74.0
actual 70.0
lost to baseline
scope Mustakbil + Indeed
APIs
pred 58.0
base 52.0
actual 52.0
lost to baseline
scope Mustakbil + Indeed
Business Development
pred 75.7
base 88.0
actual 73.0
beat baseline
scope Mustakbil + Indeed
CRM
pred 128.3
base 132.0
actual 96.0
beat baseline
scope Mustakbil + Indeed
Customer Service
pred 105.3
base 97.0
actual 101.0
lost to baseline
scope Mustakbil + Indeed
Digital Marketing
pred 82.3
base 84.0
actual 72.0
beat baseline
scope Mustakbil + Indeed
Excel
pred 131.7
base 127.0
actual 164.0
beat baseline
scope Mustakbil + Indeed
Lead Generation
pred 70.0
base 80.0
actual 67.0
beat baseline
scope Mustakbil + Indeed
pred 75.0
base 70.0
actual 69.0
lost to baseline
scope Mustakbil + Indeed
Reporting
pred 174.0
base 166.0
actual 196.0
beat baseline
scope Mustakbil + Indeed
SEO
pred 68.0
base 76.0
actual 52.0
beat baseline
scope Mustakbil + Indeed
Social Media Marketing
pred 114.0
base 108.0
actual 117.0
beat baseline
scope Mustakbil + Indeed
All postings (Mustakbil)
pred 3.3
base 3.0
actual 7.0
beat baseline
scope Mustakbil + Indeed
Accounting
pred 65.0
base 66.0
actual 52.0
beat baseline
scope Mustakbil + Indeed
APIs
pred 58.7
base 73.0
actual 31.0
beat baseline
scope Mustakbil + Indeed
Business Development
pred 80.0
base 81.0
actual 37.0
beat baseline
scope Mustakbil + Indeed
CRM
pred 117.0
base 104.0
actual 84.0
lost to baseline
scope Mustakbil + Indeed
Customer Service
pred 97.7
base 91.0
actual 105.0
beat baseline
scope Mustakbil + Indeed
Digital Marketing
pred 72.0
base 61.0
actual 34.0
lost to baseline
scope Mustakbil + Indeed
Excel
pred 126.7
base 139.0
actual 137.0
lost to baseline
scope Mustakbil + Indeed
Lead Generation
pred 71.3
base 73.0
actual 44.0
beat baseline
scope Mustakbil + Indeed
pred 72.3
base 69.0
actual 48.0
lost to baseline
scope Mustakbil + Indeed
Reporting
pred 162.7
base 154.0
actual 116.0
lost to baseline
scope Mustakbil + Indeed
SEO
pred 64.3
base 65.0
actual 39.0
beat baseline
scope Mustakbil + Indeed
Social Media Marketing
pred 98.3
base 96.0
actual 71.0
lost to baseline
scope Mustakbil + Indeed
All postings (Mustakbil)
pred 2.7
base 3.0
actual 2.0
beat baseline
scope Mustakbil + Indeed
Forecasts are graded against the data sources they were computed from; sources added later do not retroactively change past grades.
Volume forecasts cover automated collection only (Mustakbil); skill forecasts cover automated sources, excluding the bulk poster.
Backtest — retrospective
Computed after outcomes were already known, over every historical week with prior Mustakbil history — this is weaker evidence than the log above. A backtest shows whether the model has any skill at all; only the live forecast log proves a prediction was made before the outcome existed.
1 week backtested across 13 targets (Mustakbil): 0 beat, 13 tied, 0 lost.
With one week of history the model and the baseline are arithmetically identical, so all results are ties and the backtest has no discriminating power yet.
Findings for the curious
20
By currency -- USD: 16, EUR: 2, CNY: 1, SAR: 1. These postings' salary figures aren't in PKR; any salary statistic that doesn't filter or convert by currency first would mix them in with PKR salaries and be wrong.
Skill stack: On-Site, English, Documentation. See breakdown