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 21 August 2025, comparing them to the same period in the previous two years.

6 months to
21 Aug 2025
Same period 2024 Same period 2023
Rank 525 566 657
Rank change year-on-year +41 +91 +165
DemandTrendContract jobs citing Feature Engineering 33 9 6
As % of all contract jobs advertised in the UK 0.10% 0.023% 0.012%
As % of the Processes & Methodologies category 0.11% 0.027% 0.013%
Number of daily rates quoted 18 8 5
10th Percentile £394 £513 -
25th Percentile £449 £559 £563
Median daily rate (50th Percentile) £503 £725 £650
Median % change year-on-year -30.69% +11.54% +13.04%
75th Percentile £584 £775 £950
90th Percentile £641 £790 -
UK excluding London median daily rate £500 £550 -
% change year-on-year -9.09% - -

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.

DemandTrendContract vacancies with a requirement for process or methodology skills 29,709 33,220 46,004
As % of all contract IT jobs advertised in the UK 90.50% 85.36% 89.16%
Number of daily rates quoted 18,494 21,126 31,549
10th Percentile £300 £310 £320
25th Percentile £402 £413 £425
Median daily rate (50th Percentile) £500 £525 £545
Median % change year-on-year -4.76% -3.67% -0.91%
75th Percentile £625 £638 £650
90th Percentile £725 £750 £750
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 1,743 1,762 1,509
10th Percentile £14.20 £14.00 £14.25
25th Percentile £17.30 £18.00 £18.57
Median hourly rate £25.15 £40.50 £40.69
Median % change year-on-year -37.90% -0.47% +53.55%
75th Percentile £49.13 £65.00 £65.00
90th Percentile £67.90 £75.00 £76.99
UK excluding London median hourly rate £23.50 £41.50 £36.88
% change year-on-year -43.37% +12.54% +69.31%

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
Daily Rate Trend

Contractor daily rate distribution trend for jobs in the UK citing Feature Engineering.

Contractor daily rate distribution trend for jobs in the UK citing Feature Engineering

Feature Engineering
Daily Rate Histogram

Daily rate distribution for jobs citing Feature Engineering over the 6 months to 21 August 2025.

Daily rate histogram for Feature Engineering in the UK

Feature Engineering
Top 10 DemandTrendContract 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 21 August 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
DemandTrendContract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
England +44 30 £500 -31.03% 70
UK excluding London +22 18 £500 -9.09% 32
Work from Home +35 11 £575 -2.13% 35
London +35 11 £575 -23.33% 53
North West -4 7 £500 +11.11% 2
North of England -20 7 £500 -14.89% 2
East of England - 7 £505 - 2
South East +15 3 £425 -22.73% 20
East Midlands - 1 - - 1
Midlands - 1 - - 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 12 (36.36%) Apache Spark
2 4 (12.12%) Apache
3 2 (6.06%) Apache Airflow
4 1 (3.03%) Apache Pig
4 1 (3.03%) Jupyter
Business Applications
1 1 (3.03%) SAP S/4HANA
Cloud Services
1 21 (63.64%) AWS
1 21 (63.64%) Azure
2 9 (27.27%) GCP
3 5 (15.15%) Azure AI
4 4 (12.12%) Amazon EC2
4 4 (12.12%) Amazon EKS
4 4 (12.12%) Amazon S3
4 4 (12.12%) Amazon SageMaker
4 4 (12.12%) Azure Machine Learning
5 3 (9.09%) Anthropic Claude
5 3 (9.09%) Google Gemini
6 2 (6.06%) AWS Lambda
6 2 (6.06%) Azure Data Factory
6 2 (6.06%) Azure DevOps
6 2 (6.06%) Azure Sentinel
6 2 (6.06%) Power Platform
6 2 (6.06%) Serverless
7 1 (3.03%) Azure Cosmos DB
7 1 (3.03%) Azure Key Vault
7 1 (3.03%) Cloud Computing
Database & Business Intelligence
1 12 (36.36%) Big Data
2 10 (30.30%) Hadoop
3 7 (21.21%) Tableau
4 5 (15.15%) Relational Database
5 4 (12.12%) PostgreSQL
6 3 (9.09%) Data Lake
6 3 (9.09%) Neo4j
7 2 (6.06%) Apache Hive
7 2 (6.06%) Geospatial Data
7 2 (6.06%) Power BI
7 2 (6.06%) QGIS
7 2 (6.06%) Spatial Data
8 1 (3.03%) Amazon Redshift
8 1 (3.03%) Data Warehouse
8 1 (3.03%) SQL Server
Development Applications
1 6 (18.18%) Git
1 6 (18.18%) MLflow
2 2 (6.06%) GitLab
3 1 (3.03%) JIRA
General
1 10 (30.30%) Analytical Skills
2 6 (18.18%) Social Skills
3 5 (15.15%) Finance
4 4 (12.12%) Legal
5 3 (9.09%) Manufacturing
5 3 (9.09%) Pharmaceutical
6 1 (3.03%) Banking
6 1 (3.03%) Documentation Skills
6 1 (3.03%) Inclusion and Diversity
6 1 (3.03%) Investment Banking
6 1 (3.03%) Public Sector
6 1 (3.03%) Telecoms
Job Titles
1 9 (27.27%) Data Scientist
2 8 (24.24%) Artificial Intelligence Engineer
3 7 (21.21%) Artificial Intelligence Developer
3 7 (21.21%) Data Engineer
3 7 (21.21%) Data Science Developer
3 7 (21.21%) Developer
4 5 (15.15%) Senior
5 2 (6.06%) Digital Transformation
5 2 (6.06%) Machine Learning Engineer
6 1 (3.03%) Artificial Intelligence Specialist
6 1 (3.03%) Azure Data Engineer
6 1 (3.03%) Azure Engineer
6 1 (3.03%) Python Engineer
6 1 (3.03%) Software Engineer
Libraries, Frameworks & Software Standards
1 20 (60.61%) scikit-learn
2 18 (54.55%) PyTorch
3 17 (51.52%) TensorFlow
4 14 (42.42%) Pandas
5 13 (39.39%) NumPy
6 7 (21.21%) Matplotlib
6 7 (21.21%) Seaborn
7 5 (15.15%) Streamlit
8 4 (12.12%) Hugging Face
9 2 (6.06%) Dask
9 2 (6.06%) GeoJSON
9 2 (6.06%) GeoPandas
9 2 (6.06%) Plotly
9 2 (6.06%) PostGIS
9 2 (6.06%) Prophet
9 2 (6.06%) PySpark
9 2 (6.06%) XGBoost
10 1 (3.03%) OLE
10 1 (3.03%) REST
10 1 (3.03%) SQLAlchemy
Miscellaneous
1 15 (45.45%) Algorithms
2 2 (6.06%) Data Structures
2 2 (6.06%) Distributed Computing
3 1 (3.03%) Augmented Reality
3 1 (3.03%) Cloud Native
3 1 (3.03%) Distributed Systems
3 1 (3.03%) Genomics
3 1 (3.03%) Linux Command Line
3 1 (3.03%) Virtual Reality
3 1 (3.03%) Virtual Team
Operating Systems
1 1 (3.03%) Unix
Processes & Methodologies
1 29 (87.88%) Machine Learning
2 22 (66.67%) Artificial Intelligence
2 22 (66.67%) Data Science
3 14 (42.42%) LLM
3 14 (42.42%) Visualisation
4 11 (33.33%) Data Munging
4 11 (33.33%) Data Pipeline
4 11 (33.33%) Decision-Making
4 11 (33.33%) Generative AI
5 10 (30.30%) Containerisation
5 10 (30.30%) Statistical Modelling
6 9 (27.27%) Analytics
6 9 (27.27%) Computer Science
6 9 (27.27%) Data Analysis
6 9 (27.27%) MLOps
6 9 (27.27%) Statistics
7 8 (24.24%) CI/CD
7 8 (24.24%) Problem-Solving
7 8 (24.24%) Reinforcement Learning
8 7 (21.21%) Data Cleansing
Programming Languages
1 30 (90.91%) Python
2 9 (27.27%) R
3 8 (24.24%) SQL
4 3 (9.09%) Scala
5 1 (3.03%) Java
Qualifications
1 9 (27.27%) Degree
1 9 (27.27%) Master's Degree
2 8 (24.24%) PhD
3 2 (6.06%) Security Cleared
4 1 (3.03%) Computer Science Degree
4 1 (3.03%) SC Cleared
Quality Assurance & Compliance
1 6 (18.18%) Data Quality
System Software
1 13 (39.39%) Docker
Systems Management
1 12 (36.36%) Kubernetes
2 3 (9.09%) Kubeflow
3 1 (3.03%) Ansible
Vendors
1 4 (12.12%) Google
2 3 (9.09%) Databricks
3 2 (6.06%) Splunk
4 1 (3.03%) Ariba
4 1 (3.03%) OpenAI
4 1 (3.03%) SAP