Aug 2025Consulting
Consulting Associate Benchmark
AI Benchmark created by experts from McKinsey, BCG, Deloitte, Accenture, EY-Parthenon and advised by Dominic Barton—former McKinsey Global Managing Director and Canadian Ambassador to China.
Model
Score
gemini-2-5-pro
gemini-2-5-pro
75.0%
claude-opus-4-1
claude-opus-4-1
34.4%
claude-opus-4
claude-opus-4
25.0%
gpt-oss
gpt-oss
25.0%
kimi-k2
kimi-k2
25.0%
mistral-medium-3
mistral-medium-3
25.0%
o3
o3
25.0%
o3-pro
o3-pro
25.0%
o4-mini
o4-mini
25.0%
claude-sonnet-4
claude-sonnet-4
21.9%
grok-3
grok-3
21.9%
llama-4-maverick
llama-4-maverick
21.9%
nova-pro
nova-pro
21.9%
gemma-3-27B
gemma-3-27B
18.8%
gemini-2-5-flash
gemini-2-5-flash
9.4%
glm-4-5
glm-4-5
6.3%
grok-4
grok-4
6.3%
llama-nemotron
llama-nemotron
6.3%
deepseek-r1
deepseek-r1
3.1%
gpt-4o
gpt-4o
3.1%
gpt-5
gpt-5
3.1%
qwen-3
qwen-3
3.1%
phi-4
phi-4
0.0%
Evaluation process
Model performance was measured using a structured evaluation process grounded in real workflows. Each task included an example problem, source materials, and a detailed rubric of criteria for grading. Model responses were then scored against this rubric to capture accuracy and completeness, with representative sample responses included below to illustrate both strong and weak performance. This methodology ensures consistency while reflecting the complexity and economic value of real-world consulting work.
Eval example

PET Plastic Bottle Consumption & Recycling Estimation Task

Your client recently started working on a business idea to reduce the number of plastic bottles that are not recycled. The idea is to commercialize a feedstock recycling solution for PET plastic, the most common plastic used in bottles.

Feedstock recycling breaks down PET into its monomers using chemical or biological methods, enabling the creation of new, high-quality PET from recovered building blocks.

The client would like an estimation of the world’s consumption of PET plastic bottles from January 2024 through December 2030.
Assume the average weight of an empty PET bottle is 10 grams.

Task Objectives

1. Estimate the number of plastic bottles consumed (2024–2030)

Process: a) Using the files “828 - Important Plastic Water Bottle Stats.pdf” and “828 - Worldbank Population - Original.csv”:

  • Determine the average consumption of plastic water bottles per person per year (based on global daily consumption and world population in 2023).
  • Round to the nearest whole number.
  • Assume this per-person figure is constant from 2023–2030.

b) Using “828 - Worldbank Population - Original.csv”:

  • Determine the 2019 and 2023 World population.
  • Calculate the 2019–2023 CAGR (rounded to two decimal places).
  • Forecast the World population (2024–2030) using the rounded CAGR, rounding each year’s figure to the nearest whole number.

c) Combine results from (a) and (b) to calculate the projected number of plastic bottles consumed (2024–2030), rounded to the nearest whole number.

2. Global annual demand for PET plastic bottles

a) Using “828 - Percent of Plastic Water Bottles.pdf”:

  • Determine the % of bottles made from PET (assume this is for 2024).
  • Increase by 1% compounded annually through 2030 (i.e., each year’s % = "previous year × 1.01").
  • Round displayed % to one decimal place (e.g., 50.51% → 50.5%).

b) Using results from (a):

  • Calculate the global annual demand for PET plastic bottles (2024–2030) in metric tons.
  • Round to the nearest whole number.
  • This represents the total PET volume potentially available for recycling.
Model response:
gemini-2-5-pro
gemini-2-5-pro

Based on the provided documents, here is the estimation of the world’s consumption of PET plastic bottles from January 2024 through December 2030.

1. Projected Global Consumption of Plastic Bottles (2024-2030)

a) Average Consumption of Plastic Water Bottles Per Person Per Year

The average consumption rate was determined using global daily consumption data and the 2023 world population. This rate is assumed to remain constant through 2030.

  • Global Daily Consumption: 1.3 billion bottles/day (Source: 828 - Important Plastic Water Bottle Stats.pdf.md)
  • Annual Global Consumption: 1,300,000,000 bottles/day * 365 days/year = 474,500,000,000 bottles/year
  • 2023 World Population: 8,061,876,001 (Source: 828 - Worldbank Population - Original.csv)
  • Consumption Per Person: 474,500,000,000 / 8,061,876,001 = 58.86 bottles/person/year

The rounded average consumption of plastic water bottles is 59 per person per year.

b) World Population Forecast (2024-2030)

The forecast is based on the compound annual growth rate (CAGR) of the world population from 2019 to 2023.

  • 2019 World Population: 7,776,892,015 (Source: 828 - Worldbank Population - Original.csv)
  • 2023 World Population: 8,061,876,001 (Source: 828 - Worldbank Population - Original.csv)
  • 2019-2023 CAGR: ((8,061,876,001 / 7,776,892,015)^(1/4)) - 1 = 0.90%
YearForecasted World Population
20248,134,432,885
20258,207,642,781
20268,281,511,566
20278,356,045,170
20288,431,249,577
20298,507,130,823
20308,583,694,999

c) Projected Number of Plastic Bottles (2024-2030)

The projected number of bottles is calculated by multiplying the forecasted population by the average annual consumption per person (59 bottles).

YearProjected Number of Plastic Bottles
2024479,931,540,215
2025484,250,924,079
2026488,609,182,394
2027493,006,665,030
2028497,443,725,043
2029501,920,718,557
2030506,437,994,941

2. Global Annual Demand for PET Plastic Bottles

a) Percentage of Bottles Made from PET (2024-2030)

According to the file 828 - Percent of Plastic Water Bottles.pdf.md, PET accounts for 78.8% of plastic water bottles. This is used as the baseline for 2024 and is projected to increase by 1% compounded annually.

YearProjected % of Bottles Made from PET
202478.8%
202579.6%
202680.4%
202781.2%
202882.0%
202982.8%
203083.6%

b) Global Annual Demand for PET Plastic Bottles (in Metric Tons)

The annual demand is calculated using the total projected bottles, the percentage made from PET, and the average bottle weight of 10 grams.

YearGlobal Annual Demand for PET Plastic Bottles (Metric Tons)
20243,781,861
20253,854,030
20263,927,338
20274,002,409
20284,079,015
20294,156,717
20304,236,152
Rubric criteria
75.0%
Identifies the World population in 2023 as 8,061,876,001.Yes
Identifies the average consumption of bottles per person per year as 59.Yes
Identifies the World population in 2019 as 7,776,892,015.Yes
Calculates the 2019-2023 World population CAGR as 0.90%.Yes
Forecasts the World population in 2024 as 8,134,432,885.Yes
Forecasts the World population in 2025 as 8,207,642,781.Yes
Forecasts the World population in 2026 as 8,281,511,566.Yes
Forecasts the World population in 2027 as 8,356,045,170.Yes
Forecasts the World population in 2028 as 8,431,249,577.Yes
Forecasts the World population in 2029 as 8,507,130,823.Yes
Forecasts the World population in 2030 as 8,583,695,000.No
Calculates the number of plastic bottles in 2024 as 479,931,540,215.Yes
Calculates the number of plastic bottles in 2025 as 484,250,924,079.Yes
Calculates the number of plastic bottles in 2026 as 488,609,182,394.Yes
Calculates the number of plastic bottles in 2027 as 493,006,665,030.Yes
Calculates the number of plastic bottles in 2028 as 497,443,725,043.Yes
Calculates the number of plastic bottles in 2029 as 501,920,718,557.Yes
Calculates the number of plastic bottles in 2030 as 506,438,005,000.No
Identifies the % of bottles made from PET in 2024 as 78.8%.Yes
Calculates the % of bottles made from PET in 2025 as 79.6%.Yes
Calculates the % of bottles made from PET in 2026 as 80.4%.Yes
Calculates the % of bottles made from PET in 2027 as 81.2%.Yes
Calculates the % of bottles made from PET in 2028 as 82.0%.Yes
Calculates the % of bottles made from PET in 2029 as 82.8%.Yes
Calculates the % of bottles made from PET in 2030 as 83.6%.Yes
Calculates the global annual demand for PET plastic bottles in 2024 as 3,781,861 metric tons.Yes
Calculates the global annual demand for PET plastic bottles in 2025 as 3,854,637 metric tons.No
Calculates the global annual demand for PET plastic bottles in 2026 as 3,928,418 metric tons.No
Calculates the global annual demand for PET plastic bottles in 2027 as 4,003,214 metric tons.No
Calculates the global annual demand for PET plastic bottles in 2028 as 4,079,039 metric tons.No
Calculates the global annual demand for PET plastic bottles in 2029 as 4,155,904 metric tons.No
Calculates the global annual demand for PET plastic bottles in 2030 as 4,233,822 metric tons.No