Round 118

Hedging Currency Exposure Strategy

A mid-sized manufacturing company generates 40% of revenue from exports invoiced in foreign currencies, while most costs are in the domestic currency. Recent volatility has caused quarterly earnings swings of up to 12%, alarming the board. The CFO must recommend a hedging policy for the next fiscal year. Goals: reduce earnings volatility, preserve upside participation if currencies move favorably, and keep hedging costs and operational complexity manageable. Constraints: limited treasury staff capacity, board skepticism about derivatives after a past hedging loss, and uncertainty about future order volumes (which affects how much exposure is even real versus forecasted). Tradeoffs include cost of hedging instruments, accounting complexity (hedge accounting rules), flexibility to adjust as forecasts change, and the risk of over- or under-hedging if sales forecasts prove wrong. The options below represent different philosophies for managing this exposure.

Dashboard

Status

DECIDED

Winner

B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments.

Majority

B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments.

Duration

5976 ms

Topic

Options

B Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments.
2.30 of 3 PPV winner
E Rely primarily on options (currency puts/calls) to cap downside while retaining upside potential, accepting higher premium costs for greater flexibility.
0.70 of 3
A Maintain only a minimal hedge (20-30%) on the most certain near-term receivables, accepting significant earnings volatility as a cost of avoiding derivative complexity.
0.00 of 3
C Forgo formal hedging instruments and instead manage exposure through natural hedges, such as shifting sourcing or invoicing more contracts in the domestic currency.
0.00 of 3
D Adopt a dynamic hedge ratio that adjusts monthly based on realized order volume and volatility indicators, requiring more active treasury management.
0.00 of 3
F Hedge a fixed 80% of forecasted foreign-currency revenue using forward contracts locked in at the start of each quarter, prioritizing predictability over flexibility.
0.00 of 3

Checks

Baselines

PPV no gold answer
Majority no gold answer
Comparison PPV matched majority
k samples8
Agents3
Parsed samples 24 / 24
Quality split agent disagreement

PPV

Top Influences

Claude Sonnet 5 · delegate 1.393
GPT 5.4 mini · delegate 1.150
Gemini 3 Flash Preview · delegate 1.000

Samples

Answer Distribution

Claude Sonnet 5 B: 8
GPT 5.4 mini B: 7 E: 1
Gemini 3 Flash Preview E: 6 B: 2

PPV

Influences

Label Role Score
Claude Sonnet 5 delegate 1.393
GPT 5.4 mini delegate 1.150
Gemini 3 Flash Preview delegate 1.000

Voting matrix

Constructed Delegation Matrix

To / From Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview
Claude Sonnet 5 0.0000.2110.150
GPT 5.4 mini 0.0000.0000.150
Gemini 3 Flash Preview 0.0000.0000.000
A 0.0000.0000.000
B 1.0000.7890.000
C 0.0000.0000.000
D 0.0000.0000.000
E 0.0000.0000.700
F 0.0000.0000.000

Embeddings

Sample Embeddings

24 samples
Claude Sonnet 5 sample #0 · B · 1536 dims B Claude Sonnet 5 sample #1 · B · 1536 dims B Claude Sonnet 5 sample #2 · B · 1536 dims B Claude Sonnet 5 sample #3 · B · 1536 dims B Claude Sonnet 5 sample #4 · B · 1536 dims B Claude Sonnet 5 sample #5 · B · 1536 dims B Claude Sonnet 5 sample #6 · B · 1536 dims B Claude Sonnet 5 sample #7 · B · 1536 dims B GPT 5.4 mini sample #0 · B · 1536 dims B GPT 5.4 mini sample #1 · B · 1536 dims B GPT 5.4 mini sample #2 · E · 1536 dims E GPT 5.4 mini sample #3 · B · 1536 dims B GPT 5.4 mini sample #4 · B · 1536 dims B GPT 5.4 mini sample #5 · B · 1536 dims B GPT 5.4 mini sample #6 · B · 1536 dims B GPT 5.4 mini sample #7 · B · 1536 dims B Gemini 3 Flash Preview sample #0 · B · 1536 dims B Gemini 3 Flash Preview sample #1 · E · 1536 dims E Gemini 3 Flash Preview sample #2 · E · 1536 dims E Gemini 3 Flash Preview sample #3 · B · 1536 dims B Gemini 3 Flash Preview sample #4 · E · 1536 dims E Gemini 3 Flash Preview sample #5 · E · 1536 dims E Gemini 3 Flash Preview sample #6 · E · 1536 dims E Gemini 3 Flash Preview sample #7 · E · 1536 dims E
Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview

Samples

Agent Responses

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5
#0 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

The rolling layered hedge program best balances the board’s derivative skepticism with the need for volatility reduction, since it builds hedge coverage gradually as forecasts firm up rather than committing fully upfront. This limits over/under-hedging risk fr...

#1 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

A rolling layered hedge program directly addresses the forecast uncertainty by only committing hedges as orders become more certain, which limits over/under-hedging risk while smoothing exposure across different rate environments. It also keeps operational com...

#2 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

The rolling layered hedge program best balances the competing goals: it reduces earnings volatility without requiring full commitment based on uncertain forecasts, avoids the complexity/staffing burden of a fully dynamic monthly model, and diversifies rate ris...

#3 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

Given limited treasury staff, board skepticism about derivatives, and forecast uncertainty, a rolling layered hedge program (B) balances risk reduction with flexibility—incrementally locking in hedges as forecasts firm reduces over/under-hedging risk without r...

#4 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

Given limited treasury staff capacity, board skepticism about derivatives, and forecast uncertainty, a rolling layered hedge program best balances volatility reduction with flexibility, since it incrementally commits hedges as forecasts firm up rather than loc...

#5 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

A rolling layered hedge program directly addresses the uncertainty in sales forecasts by only committing hedges as visibility improves, which limits over/under-hedging risk while smoothing exposure across different rate environments. It also keeps operational ...

#6 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

Given limited treasury capacity and board skepticism about derivatives, a rolling layered hedge program (B) best balances the goals: it reduces volatility without requiring complex daily management, adapts to forecast uncertainty by adding hedges only as order...

#7 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

A rolling layered hedge program directly addresses the forecast uncertainty (by only committing hedges as visibility improves), limits operational complexity relative to daily dynamic adjustment, and diversifies rate risk across multiple periods—aligning with ...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

The company wants lower earnings volatility but also wants to preserve upside and avoid heavy complexity, so a rolling layered hedge is a good fit because it hedges progressively as forecasts become more reliable. This approach also reduces the risk of over-he...

#1 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

The company needs a policy that reduces volatility but still preserves upside and avoids over-hedging when forecasts are uncertain. A rolling layered hedge program fits best because it adds hedges as order visibility improves, spreads timing risk, and keeps fl...

#2 E · Rely primarily on options (currency puts/calls) to cap downside while retaining upside potential, accepting higher premium costs for greater flexibility. 1536 dims

The company wants to cut earnings volatility but still keep upside if currencies move favorably, while also avoiding heavy complexity and the risk of hedging forecasted volumes too aggressively. Options provide downside protection with upside participation and...

#3 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

A rolling layered hedge program best fits the goals because it reduces earnings volatility while preserving flexibility as forecasts become firmer and order volumes change. It also helps avoid over-hedging uncertain exposure and spreads the hedge execution ove...

#4 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

The company wants to reduce volatility but also keep upside and avoid over-hedging when forecasts are uncertain. A rolling layered hedge program best fits this because it adds hedges gradually as order forecasts become firmer, which balances risk reduction wit...

#5 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

The company needs a policy that reduces volatility but also preserves upside and avoids heavy operational burden and over-hedging risk from uncertain forecasts. A rolling layered hedge program fits best because it builds coverage gradually as sales forecasts b...

#6 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

The company wants lower earnings volatility, but also wants to preserve upside and avoid heavy complexity given limited staff and uncertain forecast volumes. A rolling layered hedge program best fits these tradeoffs because it gradually adds hedges as visibili...

#7 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

The company wants to reduce earnings volatility while still keeping upside if currencies move favorably, but it also has limited staff, skepticism about derivatives, and uncertain forecast volumes. A rolling layered hedge program fits best because it lets trea...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

To reduce earnings volatility while managing the risk of uncertain forecasts and limited staff capacity, the company needs a strategy that balances predictability with flexibility. Option (B), a rolling layered hedge, allows the company to build protection inc...

#1 E · Rely primarily on options (currency puts/calls) to cap downside while retaining upside potential, accepting higher premium costs for greater flexibility. 1536 dims

To achieve the goals of reducing earnings volatility while preserving upside, foreign currency options allow the company to protect against unfavorable moves without sacrificing gains if the currency appreciates. This approach addresses the board's skepticism ...

#2 E · Rely primarily on options (currency puts/calls) to cap downside while retaining upside potential, accepting higher premium costs for greater flexibility. 1536 dims

Option (E) best aligns with the goal of preserving upside participation while capping downside risk, which is a specific requirement to address board skepticism. Using options provides the flexibility needed for uncertain order volumes because the company is n...

#3 B · Use a rolling layered hedge program, adding hedges incrementally as forecasts firm up over a 12-month horizon, spreading risk across multiple rate environments. 1536 dims

The preferred strategy must balance earnings stability with the board's skepticism and the treasury's limited capacity while addressing uncertain forecasts. Option (E) aligns with the goal of preserving upside participation and protecting against downside vola...

#4 E · Rely primarily on options (currency puts/calls) to cap downside while retaining upside potential, accepting higher premium costs for greater flexibility. 1536 dims

To determine the best strategy, the CFO must balance the board's desire for reduced volatility and upside participation with the constraints of limited staff and forecast uncertainty. Option (E) is the only strategy that explicitly allows for "preserving upsid...

#5 E · Rely primarily on options (currency puts/calls) to cap downside while retaining upside potential, accepting higher premium costs for greater flexibility. 1536 dims

To achieve the board's goals of reducing volatility while preserving upside potential and addressing uncertain order volumes, option (E) is the most suitable strategy. Put/call options provide a "floor" against unfavorable movements without locking the company...

#6 E · Rely primarily on options (currency puts/calls) to cap downside while retaining upside potential, accepting higher premium costs for greater flexibility. 1536 dims

Option (E) aligns best with the board's desire to reduce earnings volatility while preserving upside participation, which is a unique feature of currency options compared to forwards. This approach addresses the uncertainty of future order volumes by providing...

#7 E · Rely primarily on options (currency puts/calls) to cap downside while retaining upside potential, accepting higher premium costs for greater flexibility. 1536 dims

Options (E) and (B) offer strong risk mitigation, but (E) specifically addresses the goal of preserving upside participation while protecting the downside, which aligns with the board's desire to benefit from favorable moves. Options provide the flexibility ne...

Timings

Stages

Sampling5378 ms
Embedding593 ms
Signals5 ms
PPV0 ms

Errors

Agent and Round Errors

No errors recorded.