WLF Management Tool

Workload Factor Measurement & Production Management — AFN SOP 80-07
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A Workload Factor (WLF) is the number of man-hours it takes an experienced producer to complete one unit of a given product — from concept to final delivery. AFN SOP 80-07 assigns a WLF to each of 19 standard task types based on consensus estimates gathered in 2018 from experienced producers.

WLFs give commanders a standardized way to compare production output across stations, even when the product mix differs. A station that produces ten news packages and a station that produces twenty PSAs are doing different work — WLFs translate that work into a common unit: man-hours of production effort.

Sum up the man-hours required by everything a station produced in a month, then divide by how many man-hours one producer can contribute per month. The result — the Producer Quotient (PQ) — is the number of producers that output theoretically required.

Σ (Quantity × WLF)  for each task type
120 man-hours / producer / month
=  Producer Quotient (PQ)
THE 120 MH BASELINE — ASSUMPTIONS
  • 21.7 working days / month average
  • 8-hour duty day
  • Minus 2 hours/day for non-production tasks (formations, admin, etc.)
  • Effective production hours: 6 hrs/day × 21.7 days ≈ 130 MH
  • SOP rounds to 120 MH to account for incidental friction
WHAT THE BASELINE DOES NOT ACCOUNT FOR
  • TDY or exercise pulls removing producers from station
  • Equipment downtime (edit suite failures, camera issues)
  • Skill gaps — less-experienced producers take longer
  • Product rework after client revision cycles
  • Non-production taskings beyond the assumed 2 hrs/day

Suppose AFN Sasebo produced the following in March:

Task Type WLF (MH) Qty Produced Man-Hours
TV News Package4.01248.0
Radio News Package2.02040.0
PSA (30-sec, TV)2.5615.0
Feature / Mini-Doc (TV)8.0216.0
Spot Announcement1.088.0
Social Media Graphic / Post0.52412.0
Total Man-Hours 139.0
PQ = 139.0 ÷ 120 = 1.16   → about 1.2 producers' worth of output
Interpretation: With 3 producers assigned, this station produced at 1.16 PQ — far below capacity. That is not a condemnation; it may reflect that producers spent time on broadcast engineering, live event support, or administrative duties not captured by WLFs. The PQ is a signal, not a verdict. Use it to open a conversation, not to close one.
THE PQ CAN TELL YOU:
  • Whether output is trending up or down month-over-month
  • How your station's production volume compares to the network
  • Whether your staff is theoretically over- or under-utilized
  • Whether a staffing reduction would be justifiable given current output
THE PQ CANNOT TELL YOU:
  • Whether the WLFs themselves are accurate
  • Why producers' time was consumed (training, support tasking, etc.)
  • Whether output quality was adequate
  • How much capacity was lost to equipment or personnel factors
PQ trending HIGH (> assigned producers)
Station is over-capacity. Output exceeds what the staffing model predicts is possible at 120 MH/producer. Investigate: are WLFs too low, are producers working overtime, or is there unreported staffing (e.g., interns, augmentees)?
PQ near assigned producers (within 15%)
Station is operating close to the theoretical model. This is a normal operating range. Review monthly to watch for drift.
PQ moderately below assigned (15–30% gap)
There is meaningful unaccounted capacity. May indicate significant non-production tasking, equipment issues, or that output is being undercounted. Worth a conversation with the Station Manager.
PQ significantly below assigned (>30% gap)
Major gap between output and theoretical capacity. This is a red flag for either staffing justification (excess bodies) or a reporting/tracking problem. Requires explanation, not just acknowledgment.
BASELINE UNDER REVIEW: WLFs below were established in 2018 based on experienced producer consensus. Current producer cohorts may require significantly more time per task. These figures are starting points for calibration, not validated operational standards. Use Section 5 (Calibration Log) to collect real-world timing data and update WLFs accordingly.
# Task Name Description WLF (MH) Status Justification / Notes
WLF (Man-Hours): Time from assignment to final delivery for one unit, performed by an experienced producer. Includes pre-production, production, and post-production. Does not include scheduling overhead or administrative tasking.
Producers Authorized
Producers Assigned
Fill rate: —
Non-Production Hours / Producer / Day
Formations, admin, meetings (SOP assumes 2.0)
TDY / Exercise Days Lost (total, all producers)
Sum of all producer-days pulled from local production
Equipment Downtime Days
Days primary edit suite / camera unavailable
Producer Skill Modifier
1.0 = fully trained. Reduce for less-experienced teams. Default baseline: 0.85
0.85
Working Days This Month
Total MH Produced
0.0
man-hours
Effective MH Capacity
0.0
adjusted capacity
STANDARD PQ
Total MH ÷ 120
ADJUSTED PQ
Total MH ÷ Eff. Capacity
CAPACITY STATUS
Enter staffing and production data to generate an interpretation.
Task Name WLF (MH) Qty Produced MH Total
Station Echelon Managers PA Doers Tech / Other Total MH Std PQ Adj PQ Status
Auth Fill Auth Fill Auth Fill
Add stations above to populate this table.
Purpose: Record actual time-on-task data from real productions. Over time, this log becomes the evidence base for updating WLFs in Section 2. Each entry should reflect a single product from assignment to final delivery. Be honest about rework — revision cycles are a legitimate production cost.
Station Name
Task Type
Date
Actual Time Spent (hours)
Producers Involved
Required Rework?
Notes
No log entries yet. Add timing data above.
Station Task Date Actual Hrs Producers Rework Hrs Notes
No entries yet.
STATION MANAGER
1
Target: E-7
OPERATIONS MANAGER
1
Target: E-6
PRODUCERS
6
Target: E-2 through E-5
TECHNICIANS
2
Target: E-5 / E-6
EXPECTED FILL RATE
~75%
Across all positions
Total authorized headcount: 10 (1 SM + 1 OM + 6 Producers + 2 Techs). At 75% fill, expect approximately 7–8 personnel on hand at any given time. For production planning purposes, only the Producer billet count drives the PQ calculation. SM and OM roles are command/operations — they are not expected to carry a full production load.

At 75% fill, 6 authorized producers yields 4.5 effective producers (fractional fill is real — a billet vacant for half a month counts as 0.5). This has a significant downstream effect on monthly capacity:

Parameter 100% Fill 75% Fill Difference
Producers Assigned64.5–1.5
Monthly MH Capacity (raw, 120 MH each)720 MH540 MH–180 MH
Capacity with Skill Modifier (0.85)612 MH459 MH–153 MH
PQ at 139 MH output (see Overview example)1.161.16unchanged*
Adj. PQ at 139 MH (vs effective capacity)0.230.30+0.08
*Standard PQ uses the fixed 120 MH denominator regardless of fill rate — it measures output, not staffing efficiency. The Adjusted PQ accounts for actual available capacity and better reflects whether a station is over- or under-working its assigned staff.

Assumes 139 MH of production output (the Overview worked example), 22 working days, 2.0 non-production hrs/day, skill modifier 0.85. No TDY or equipment downtime.