Feature Engineering Contracts

Feature Engineering
UK

The table below provides summary statistics for contract job vacancies requiring Feature Engineering skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Feature Engineering 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 489 576 710
Rank change year-on-year +87 +134 +110
Contract jobs citing Feature Engineering 31 6 8
As % of all contract jobs advertised in the UK 0.11% 0.014% 0.013%
As % of the Processes & Methodologies category 0.12% 0.016% 0.015%
Number of daily rates quoted 27 6 7
10th Percentile £453 £525 £288
25th Percentile £500 £534 £448
Median daily rate (50th Percentile) £600 £575 £518
Median % change year-on-year +4.35% +11.11% +6.34%
75th Percentile £675 £691 £551
90th Percentile - £775 £566
UK excluding London median daily rate £600 - £518
% change year-on-year - - +21.76%

All Process and Methodology Skills
UK

Feature Engineering falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 26,594 37,597 53,655
As % of all contract IT jobs advertised in the UK 90.84% 86.31% 89.91%
Number of daily rates quoted 17,149 24,227 37,238
10th Percentile £308 £300 £325
25th Percentile £413 £413 £438
Median daily rate (50th Percentile) £520 £525 £550
Median % change year-on-year -0.95% -4.55% +4.76%
75th Percentile £630 £638 £650
90th Percentile £743 £750 £750
UK excluding London median daily rate £483 £500 £500
% change year-on-year -3.50% - +5.26%
Number of hourly rates quoted 1,071 2,443 1,746
10th Percentile £14.41 £12.75 £11.00
25th Percentile £18.21 £16.00 £16.25
Median hourly rate £29.00 £35.65 £37.30
Median % change year-on-year -18.65% -4.42% +49.20%
75th Percentile £60.38 £59.98 £65.00
90th Percentile £75.00 £72.50 £75.00
UK excluding London median hourly rate £27.50 £37.34 £36.00
% change year-on-year -26.35% +3.72% +80.00%

Feature Engineering
Job Vacancy Trend

Job postings citing Feature Engineering as a proportion of all IT jobs advertised.

Job vacancy trend for Feature Engineering in the UK

Feature Engineering
Contractor Daily Rate Trend

3-month moving average daily rate quoted in jobs citing Feature Engineering.

Daily rate trend for Feature Engineering in the UK

Feature Engineering
Daily Rate Histogram

Daily rate distribution for jobs citing Feature Engineering over the 6 months to 1 May 2025.

Daily rate histogram for Feature Engineering in the UK

Feature Engineering
Top 12 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Feature Engineering within the UK over the 6 months to 1 May 2025. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
England +78 27 £600 +4.35% 45
UK excluding London - 26 £600 - 15
East of England - 15 £650 -
North West - 7 £500 - 1
North of England - 7 £500 - 2
Work from Home +44 5 £519 -24.55% 22
London +36 3 £525 -8.70% 38
South East - 1 - - 9
Wales - 1 £575 -
West Midlands - 1 £448 - 2
Midlands - 1 £448 - 2
Scotland - 1 £463 - 1

Feature Engineering
Co-occurring Skills and Capabilities 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 14 (45.16%) Apache Spark
2 2 (6.45%) Apache
3 1 (3.23%) Apache Airflow
3 1 (3.23%) Jupyter
Business Applications
1 1 (3.23%) SAP S/4HANA
Cloud Services
1 22 (70.97%) AWS
2 18 (58.06%) Azure
3 5 (16.13%) GCP
4 4 (12.90%) Amazon EC2
4 4 (12.90%) Amazon EKS
5 3 (9.68%) Anthropic Claude
5 3 (9.68%) Azure AI
5 3 (9.68%) Google Gemini
6 2 (6.45%) Amazon S3
6 2 (6.45%) Azure Machine Learning
6 2 (6.45%) Power Platform
7 1 (3.23%) Amazon SageMaker
7 1 (3.23%) GitHub
Communications & Networking
1 1 (3.23%) Wireless
Database & Business Intelligence
1 14 (45.16%) Big Data
1 14 (45.16%) Hadoop
2 12 (38.71%) Tableau
3 4 (12.90%) Relational Database
4 3 (9.68%) Neo4j
5 2 (6.45%) Power BI
6 1 (3.23%) Amazon Redshift
6 1 (3.23%) Data Warehouse
Development Applications
1 6 (19.35%) Git
2 2 (6.45%) JIRA
3 1 (3.23%) PyCharm
3 1 (3.23%) Visual Studio
General
1 16 (51.61%) Analytical Skills
2 5 (16.13%) Finance
3 4 (12.90%) Social Skills
3 4 (12.90%) Telecoms
4 3 (9.68%) Legal
4 3 (9.68%) Manufacturing
4 3 (9.68%) Pharmaceutical
5 2 (6.45%) Automotive
5 2 (6.45%) Organisational Skills
5 2 (6.45%) Public Sector
6 1 (3.23%) Banking
6 1 (3.23%) Investment Banking
Job Titles
1 15 (48.39%) Developer
2 13 (41.94%) Senior
3 12 (38.71%) Data Science Developer
4 10 (32.26%) Senior Developer
5 5 (16.13%) Artificial Intelligence Developer
5 5 (16.13%) Data Scientist
6 4 (12.90%) Artificial Intelligence Engineer
6 4 (12.90%) Data Engineer
7 2 (6.45%) Digital Transformation
8 1 (3.23%) Machine Learning Engineer
8 1 (3.23%) Project Manager
8 1 (3.23%) Python Engineer
Libraries, Frameworks & Software Standards
1 18 (58.06%) TensorFlow
2 17 (54.84%) PyTorch
3 16 (51.61%) scikit-learn
4 15 (48.39%) NumPy
4 15 (48.39%) Pandas
5 12 (38.71%) Matplotlib
5 12 (38.71%) Seaborn
6 2 (6.45%) Regular Expression
7 1 (3.23%) OLE
7 1 (3.23%) Prophet
7 1 (3.23%) SciPy
7 1 (3.23%) XGBoost
Miscellaneous
1 20 (64.52%) Algorithms
2 1 (3.23%) Data Structures
2 1 (3.23%) Distributed Computing
2 1 (3.23%) IoT
Processes & Methodologies
1 23 (74.19%) Machine Learning
2 22 (70.97%) Data Science
3 21 (67.74%) Artificial Intelligence
4 19 (61.29%) LLM
5 18 (58.06%) Generative AI
6 17 (54.84%) Reinforcement Learning
7 16 (51.61%) Decision-Making
8 15 (48.39%) Visualisation
9 14 (45.16%) Data Analysis
10 13 (41.94%) Analytics
10 13 (41.94%) Computer Science
10 13 (41.94%) Data Analytics
10 13 (41.94%) Statistical Modelling
10 13 (41.94%) Time Series Forecasting
11 12 (38.71%) Data Munging
11 12 (38.71%) Predictive Analytics
12 7 (22.58%) Containerisation
13 6 (19.35%) Data Pipeline
14 5 (16.13%) Natural Language Processing
14 5 (16.13%) Problem-Solving
Programming Languages
1 26 (83.87%) Python
2 13 (41.94%) R
3 3 (9.68%) SQL
4 2 (6.45%) Scala
Qualifications
1 14 (45.16%) Degree
1 14 (45.16%) Master's Degree
2 13 (41.94%) PhD
3 2 (6.45%) SC Cleared
3 2 (6.45%) Security Cleared
4 1 (3.23%) BPSS Clearance
4 1 (3.23%) Computer Science Degree
Quality Assurance & Compliance
1 15 (48.39%) Data Quality
System Software
1 8 (25.81%) Docker
Systems Management
1 8 (25.81%) Kubernetes
Vendors
1 2 (6.45%) Google
2 1 (3.23%) Ariba
2 1 (3.23%) Databricks
2 1 (3.23%) Microsoft
2 1 (3.23%) OpenAI
2 1 (3.23%) SAP