Monte Carlo Method Contracts with Hybrid/Remote/WFH Options

Monte Carlo Simulation
UK > Work from Home

The table below provides summary statistics for remote or hybrid contract work requiring Monte Carlo Method skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Monte Carlo Method over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 298 344 475
Rank change year-on-year +46 +131 +151
Contract jobs citing Monte Carlo Method 6 1 2
As % of all contract jobs with a WFH option 0.061% 0.007% 0.008%
As % of the Processes & Methodologies category 0.067% 0.007% 0.009%
Number of daily rates quoted 4 1 1
10th Percentile £644 - -
25th Percentile £691 £563 £725
Median daily rate (50th Percentile) £734 £575 £750
Median % change year-on-year +27.65% -23.33% -
75th Percentile £813 £588 £775
90th Percentile £925 - -
UK median daily rate £780 £530 £975
% change year-on-year +47.17% -45.64% +30.00%

All Process and Methodology Skills
Work from Home

Monte Carlo Method falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies with remote or hybrid options requiring process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 9,021 13,483 23,229
As % of all contract jobs with a WFH option 91.08% 87.87% 89.84%
Number of daily rates quoted 6,191 8,996 16,418
10th Percentile £340 £325 £363
25th Percentile £419 £425 £450
Median daily rate (50th Percentile) £525 £525 £540
Median % change year-on-year - -2.78% +2.86%
75th Percentile £638 £638 £650
90th Percentile £763 £750 £750
UK median daily rate £520 £525 £550
% change year-on-year -0.95% -4.55% +4.76%
Number of hourly rates quoted 224 579 532
10th Percentile £14.20 £15.17 £19.00
25th Percentile £19.56 £25.25 £30.54
Median hourly rate £39.52 £43.00 £55.00
Median % change year-on-year -8.09% -21.82% +57.14%
75th Percentile £66.13 £60.00 £68.75
90th Percentile £75.00 £75.25 £80.23
UK median hourly rate £29.00 £35.65 £37.30
% change year-on-year -18.65% -4.42% +49.20%

Monte Carlo Method
Trend for Jobs with a WFH Option

Job vacancies with remote working options citing Monte Carlo Method as a proportion of all IT jobs advertised.

Monte Carlo Method trend for jobs with Hybrid/Remote/WFH options

Monte Carlo Method
Daily Rate Trend for Jobs with a WFH Option

3-month moving average daily rate quoted in job vacancies with remote working options citing Monte Carlo Method.

Monte Carlo Method daily rate for jobs with a WFH option

Monte Carlo Method
Daily Rate Histogram for Jobs with a WFH Option

Daily rate distribution for jobs with remote working options citing Monte Carlo Method over the 6 months to 1 May 2025.

Monte Carlo Method daily rate histogram for jobs with a WFH option

Monte Carlo Method
Co-occurring Skills and Capabilities with WFH Options by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 2 (33.33%) Apache Airflow
Cloud Services
1 3 (50.00%) GCP
2 2 (33.33%) Cloud Composer
3 1 (16.67%) AWS
3 1 (16.67%) Azure
Database & Business Intelligence
1 2 (33.33%) BigQuery
1 2 (33.33%) Data Warehouse
1 2 (33.33%) Looker
General
1 2 (33.33%) Public Sector
2 1 (16.67%) Banking
2 1 (16.67%) Finance
2 1 (16.67%) Front Office
Job Titles
1 2 (33.33%) Data Engineer
1 2 (33.33%) Data Modeller
1 2 (33.33%) Developer
2 1 (16.67%) Python Developer
2 1 (16.67%) Quantitative Developer
Miscellaneous
1 1 (16.67%) Algorithms
1 1 (16.67%) Cyberattack
1 1 (16.67%) Derivative
1 1 (16.67%) Interest Rate Derivative
Processes & Methodologies
1 3 (50.00%) Artificial Intelligence
1 3 (50.00%) Machine Learning
2 2 (33.33%) Cybersecurity
2 2 (33.33%) Data Modelling
2 2 (33.33%) Data Pipeline
2 2 (33.33%) Data Science
2 2 (33.33%) Decision-Making
2 2 (33.33%) Observability
2 2 (33.33%) User Experience
3 1 (16.67%) Computer Science
3 1 (16.67%) Data Analysis
3 1 (16.67%) Econometric Modelling
3 1 (16.67%) Financial Modelling
3 1 (16.67%) Mathematics
3 1 (16.67%) Physics
3 1 (16.67%) Pricing Analytics
3 1 (16.67%) Risk Management
3 1 (16.67%) Software Engineering
3 1 (16.67%) Stochastic Calculus
3 1 (16.67%) Stochastic Modelling
Programming Languages
1 5 (83.33%) Python
2 2 (33.33%) SQL
3 1 (16.67%) C
3 1 (16.67%) C++
3 1 (16.67%) R
3 1 (16.67%) Rust
Qualifications
1 1 (16.67%) Degree
1 1 (16.67%) Master's Degree
1 1 (16.67%) Numerate Degree
1 1 (16.67%) PhD
Quality Assurance & Compliance
1 2 (33.33%) Data Quality
1 2 (33.33%) QA
Vendors
1 2 (33.33%) New Relic
1 2 (33.33%) Splunk