Round 5

How should the operations team allocate shift coverage for the new product line launch?

The operations team must ensure continuous coverage for a critical product line launch that begins in two weeks. The team has 12 available operators, but the launch requires 24-hour coverage with at least 4 operators per shift. There is a budget constraint limiting overtime to 20 hours per week, and the team has identified three potential staffing models. The goal is to balance operational reliability with employee well-being and cost efficiency. Experts disagree on whether to prioritize immediate coverage reliability, long-term team morale, or cost optimization.

Status

DECIDED Humans: 0

Machine consensus

B · Establish a core team of 6 operators working 12-hour shifts with 3 days off between shifts, supplemented by temporary contractors for the remaining coverage needs.

Final

B · Establish a core team of 6 operators working 12-hour shifts with 3 days off between shifts, supplemented by temporary contractors for the remaining coverage needs.

Human vote

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Topic

Options

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B Establish a core team of 6 operators working 12-hour shifts with 3 days off between shifts, supplemented by temporary contractors for the remaining coverage needs.
1.00 of 3 PPV winner
D Use a rotating schedule where each operator works 4 shifts of 6 hours and 2 shifts of 4 hours over a 4-week cycle, with mandatory 2-day rest periods between shifts.
1.00 of 3
A Create a tiered schedule where senior operators work longer shifts (10 hours) while junior operators handle shorter shifts (6 hours), with clear promotion pathways to reduce reliance on overtime.
0.00 of 3
C Adopt a hybrid model with 2 operators per shift on standard 8-hour schedules plus on-call coverage for 2 additional operators who work only when called, limiting overtime to 15 hours per week.
0.00 of 3
E Implement a fixed 3-operator per shift schedule with 8-hour shifts, supplemented by 2 hours of mandatory overtime per operator per week to reach full coverage.
0.00 of 3

Close reveal

Machine → Final

same outcome

No human ballots were cast; final consensus follows the machine result.

Same outcome B

Who governs

Origin Split

All rounds
Human 0%
Machine 100%
Turnout0
Back delegation0

Checks

Baselines

PPV no gold answer
Majority no gold answer
Comparison Pending comparison
k samples8
Agents3
Parsed samples 16 / 16
Quality split agent disagreement

PPV

Top Influences

GPT 5.6 Luna (alpha 0.652) · delegate 1.348
Claude Sonnet 5 (alpha 0.652) · delegate 1.348

Samples

Answer Distribution

GPT 5.6 Luna B: 5 C: 3
Claude Sonnet 5 D: 5 A: 3

PPV

Influences

Label Role Score
GPT 5.6 Luna (alpha 0.652) delegate 1.348
Claude Sonnet 5 (alpha 0.652) delegate 1.348

Voting matrix

Constructed Delegation Matrix

To / From GPT 5.6 Luna (alpha 0.652) Claude Sonnet 5 (alpha 0.652)
GPT 5.6 Luna (alpha 0.652) 0.0000.348
Claude Sonnet 5 (alpha 0.652) 0.3480.000
A 0.0000.000
B 0.6520.000
C 0.0000.000
D 0.0000.652
E 0.0000.000

Embeddings

Sample Embeddings

0 samples
No sample embeddings are available.

Samples

Agent Responses

GPT 5.6 Luna openai_compatible · openai/gpt-5.6-luna
#0 B · Establish a core team of 6 operators working 12-hour shifts with 3 days off between shifts, supplemented by temporary contractors for the remaining coverage needs. 1536 dims

Option B best supports continuous coverage by using a dedicated core team and temporary contractors to fill the remaining shifts. The 3-day rest periods help protect employee well-being, while contractors provide flexibility without relying heavily on overtime...

#1 B · Establish a core team of 6 operators working 12-hour shifts with 3 days off between shifts, supplemented by temporary contractors for the remaining coverage needs. 1536 dims

Option B provides the most reliable way to maintain continuous coverage by combining a dedicated core team with temporary contractors for remaining shifts. The 12-hour schedule includes substantial rest periods, supporting employee well-being, while contractor...

#2 B · Establish a core team of 6 operators working 12-hour shifts with 3 days off between shifts, supplemented by temporary contractors for the remaining coverage needs. 1536 dims

Option B is the strongest because it provides a stable core team while using temporary contractors to cover the substantial staffing gap. The 12-hour schedule and three days off support employee recovery, and contractors avoid exceeding the 20-hour overtime li...

#3 B · Establish a core team of 6 operators working 12-hour shifts with 3 days off between shifts, supplemented by temporary contractors for the remaining coverage needs. 1536 dims

Option B provides the most reliable coverage by combining a dedicated core team with temporary contractors to fill remaining shifts. The 12-hour schedule includes substantial rest periods, supporting employee well-being, while contractors avoid exceeding the 2...

#4 C · Adopt a hybrid model with 2 operators per shift on standard 8-hour schedules plus on-call coverage for 2 additional operators who work only when called, limiting overtime to 15 hours per week. 1536 dims

Option (C) provides the required four operators per shift by combining two scheduled operators with two on-call operators. It also limits overtime to 15 hours per week, staying within the 20-hour budget while avoiding excessive fixed workloads. The answer is...

#5 B · Establish a core team of 6 operators working 12-hour shifts with 3 days off between shifts, supplemented by temporary contractors for the remaining coverage needs. 1536 dims

Option (B) provides the most reliable continuous coverage by using a dedicated core team and temporary contractors to fill remaining shifts. The 12-hour schedule with extended rest periods also supports employee well-being, while avoiding excessive overtime an...

#6 C · Adopt a hybrid model with 2 operators per shift on standard 8-hour schedules plus on-call coverage for 2 additional operators who work only when called, limiting overtime to 15 hours per week. 1536 dims

Option (C) provides the required four-operator coverage when on-call staff are activated while keeping standard schedules and overtime to 15 hours per week. It also offers better flexibility and employee well-being than excessive long shifts, while staying wit...

#7 C · Adopt a hybrid model with 2 operators per shift on standard 8-hour schedules plus on-call coverage for 2 additional operators who work only when called, limiting overtime to 15 hours per week. 1536 dims

Option (C) provides the required four operators per shift when on-call staff are activated, while keeping regular schedules manageable and overtime below the 20-hour limit. It balances reliability, employee well-being, and cost better than the options that eit...

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5
#0 D · Use a rotating schedule where each operator works 4 shifts of 6 hours and 2 shifts of 4 hours over a 4-week cycle, with mandatory 2-day rest periods between shifts. 1536 dims

Option D best satisfies the constraints: with only 12 operators and a strict 4-operators-per-shift, 24-hour requirement, a rotating cycle that spreads varied shift lengths (6 and 4 hours) across a 4-week period allows full coverage without exceeding the 20-hou...

#1 A · Create a tiered schedule where senior operators work longer shifts (10 hours) while junior operators handle shorter shifts (6 hours), with clear promotion pathways to reduce reliance on overtime. 1536 dims

With 12 operators and a strict 4-operator-per-shift minimum, options relying on fewer active staff per shift (like B's 6-person core or C's 2-person core) fail the coverage requirement, while E's 3-operator shifts also fall short of the 4-minimum threshold. Op...

#2 D · Use a rotating schedule where each operator works 4 shifts of 6 hours and 2 shifts of 4 hours over a 4-week cycle, with mandatory 2-day rest periods between shifts. 1536 dims

Option D directly satisfies the requirement of at least 4 operators per shift while distributing hours evenly across the team, avoiding excessive reliance on overtime and staying within the 20-hour weekly overtime cap. It also builds in mandatory rest periods,...

#3 A · Create a tiered schedule where senior operators work longer shifts (10 hours) while junior operators handle shorter shifts (6 hours), with clear promotion pathways to reduce reliance on overtime. 1536 dims

With only 12 operators to cover 24 hours at ≥4 per shift, options relying on fewer than 4 (C) or overtime beyond the 20-hour cap (E) violate the constraints, while B’s reliance on contractors and D’s complex 4-week rotation introduce cost and morale risks with...

#4 D · Use a rotating schedule where each operator works 4 shifts of 6 hours and 2 shifts of 4 hours over a 4-week cycle, with mandatory 2-day rest periods between shifts. 1536 dims

Option D best satisfies the stated constraints: it keeps overtime need low by distributing hours across a 4-week cycle, maintains adequate staffing per shift, and builds in mandatory rest periods to protect employee well-being—directly addressing the tension b...

#5 A · Create a tiered schedule where senior operators work longer shifts (10 hours) while junior operators handle shorter shifts (6 hours), with clear promotion pathways to reduce reliance on overtime. 1536 dims

With only 12 operators required to guarantee 4-per-shift 24/7 coverage, option A's tiered structure (longer shifts for senior staff, shorter for junior) most efficiently distributes hours while staying within the 20-hour weekly overtime cap. It also addresses ...

#6 D · Use a rotating schedule where each operator works 4 shifts of 6 hours and 2 shifts of 4 hours over a 4-week cycle, with mandatory 2-day rest periods between shifts. 1536 dims

Option D provides the most balanced solution by distributing hours across a 4-week cycle with varied shift lengths (6 and 4 hours), which helps avoid burnout while ensuring the required 4-operator minimum per shift is achievable through rotation. The mandatory...

#7 D · Use a rotating schedule where each operator works 4 shifts of 6 hours and 2 shifts of 4 hours over a 4-week cycle, with mandatory 2-day rest periods between shifts. 1536 dims

Option D best satisfies the requirement of at least 4 operators per shift for 24-hour coverage while distributing hours evenly across the team through a rotating cycle, ensuring no single group is overburdened. It also builds in mandatory rest periods, protect...

Timings

Stages

Sampling64440 ms
Embedding1089 ms
Signals6 ms
PPV1 ms

Errors

Agent and Round Errors

Grok 4.5: :timeout