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Padmashree
All work
Harbinger Motors2026

Hours per unit: the denominator problem

Hours per unit swung from about 42 to 545 across the year. Was the line falling apart?

13x to 2x
spread once read on a minimum volume
31 weeks
modeled, per line and as a rollup
NetSuiteExcelUnit economicsProduction ramp

What I found

The line was not falling apart. Every spike in hours per unit lined up with a week we barely built anything. When a week ships 2 units, a normal load of fixed hours divides into a huge number. The metric was measuring volume, not how hard the crew worked.

What I built

A model that pairs weekly hours against units built for the full 2026 year to date, per assembly line and as a rollup, with a minimum-volume filter and a rolling-average option. The point was to stop anyone from quoting a three-unit week as if it were a trend.

How it works

Drag the minimum weekly volume. Weeks below the line drop out, and the headline range recomputes in place. Watch the band on the top chart collapse and the threshold line move across the units chart.

Minimum volume
0units/wk
HPU range
42 to 545
Spread
12.9x
Weeks kept
30/30

No minimum. Range about 42 to 545 hours per unit, roughly 13x, 30 of 30 weeks.

0 units (off)
01320

Raw, hours per unit runs from about 42 to 545 across the built weeks, a spread of roughly 13x. The spikes look alarming.

Hours per unit

0100200300400500

Units built

0102030JanFebMarAprMayJunJulAug

Shown: total across all lines. The model also produces battery pack, EDU, general assembly, full vehicle, and HPC views, weekly, monthly, or quarterly.

Battery packEDUGeneral assemblyFull vehicleHPC
View the weekly data
Week endingHours per unitUnits built
Jan 1849.729
Jan 2550.629
Feb 162.221
Feb 896.014
Feb 1542.434
Feb 2246.330
Mar 189.213
Mar 875.815
Mar 1550.723
Mar 2260.520
Mar 2974.015
Apr 583.813
Apr 12212.25
Apr 19214.45
Apr 26184.85
May 3186.05
May 10100.69
May 1791.310
May 2479.110
May 31156.73
Jun 7122.47
Jun 14227.84
Jun 21n/a0
Jun 28171.95
Jul 5167.45
Jul 12149.15
Jul 19195.75
Jul 26195.26
Aug 2545.22
Aug 9530.82
Aug 1680.418
Real weekly data from the 2026 production ramp. Total across all lines.

Raw, hours per unit runs from about 42 to 545, a spread of roughly 13x. Set the minimum to 13 units and the range tightens to about 42 to 96, roughly 2x. Same crew, same plant. The swing was the denominator.

Impact

  • The metric became something a director could act on, instead of a number that set off an alarm every low-volume week.
  • It shipped with a rule attached: read it on a minimum volume or a rolling average before it goes in a deck.
  • The same structure supports per-line views for battery pack, EDU, general assembly, full vehicle, and HPC, weekly, monthly, or quarterly.

The transferable lesson

A ratio is only as stable as its denominator. Before a per-unit metric goes near a meeting during a ramp, decide the minimum volume it is allowed to speak at. That one decision is the difference between a number people argue about and a number they can steer by.