Period
to 30 July 2021

The following table provides summary statistics for contract job vacancies advertised in Milton Keynes with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 6 months to 30 July 2021 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
Buckinghamshire > Milton Keynes
6 months to
30 Jul 2021
Same period 2020 Same period 2019
Rank 29 36 62
Rank change year-on-year +7 +26 +4
Contract jobs citing Data Modelling 31 19 28
As % of all contract jobs advertised in Milton Keynes 5.64% 4.55% 2.56%
As % of the Processes & Methodologies category 6.20% 5.44% 2.85%
Number of daily rates quoted 29 18 21
10th Percentile £412 £315 £316
25th Percentile £431 £363 £425
Median daily rate (50th Percentile) £544 £475 £450
Median % change year-on-year +14.53% +5.56% -
75th Percentile £574 £536 £525
90th Percentile £575 £538 £600
Buckinghamshire median daily rate £530 £475 £450
% change year-on-year +11.58% +5.56% -

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Milton Keynes with a requirement for process or methodology skills.

All Process and Methodology Skills
Milton Keynes
Contract vacancies with a requirement for process or methodology skills 500 349 981
As % of all contract IT jobs advertised in Milton Keynes 90.91% 83.49% 89.75%
Number of daily rates quoted 369 269 582
10th Percentile £320 £304 £276
25th Percentile £405 £386 £367
Median daily rate (50th Percentile) £463 £450 £450
Median % change year-on-year +2.78% - +12.50%
75th Percentile £530 £550 £525
90th Percentile £577 £638 £601
Buckinghamshire median daily rate £463 £450 £438
% change year-on-year +2.78% +2.86% +9.38%
Number of hourly rates quoted 22 25 42
10th Percentile £9.05 £11.10 £10.80
25th Percentile £11.10 £15.00 £13.96
Median hourly rate £13.99 £17.00 £16.25
Median % change year-on-year -17.71% +4.62% +20.37%
75th Percentile £24.50 £35.00 £21.00
90th Percentile £39.50 £43.20 £37.25
Buckinghamshire median hourly rate £15.50 £16.50 £18.00
% change year-on-year -6.06% -8.33% +28.11%

Data Modelling
Job Vacancy Trend in Milton Keynes

Job postings citing Data Modelling as a proportion of all IT jobs advertised in Milton Keynes.

Job vacancy trend for Data Modelling in Milton Keynes

Data Modelling
Contractor Daily Rate Trend in Milton Keynes

3-month moving average daily rate quoted in jobs citing Data Modelling in Milton Keynes.

Daily rate trend for Data Modelling in Milton Keynes

Data Modelling
Daily Rate Histogram in Milton Keynes

Daily rate distribution for jobs citing Data Modelling in Milton Keynes over the 6 months to 30 July 2021.

Daily rate histogram for Data Modelling in Milton Keynes

For the 6 months to 30 July 2021, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Milton Keynes region with a requirement for Data Modelling.

1 21 (67.74%) Social Skills
2 19 (61.29%) SQL
3 12 (38.71%) ETL
4 10 (32.26%) Business Intelligence
4 10 (32.26%) Oracle
4 10 (32.26%) Analytical Skills
5 9 (29.03%) Relational Database
5 9 (29.03%) Degree
5 9 (29.03%) Computer Science
5 9 (29.03%) Stakeholder Management
6 8 (25.81%) Python
6 8 (25.81%) Data Mining
6 8 (25.81%) Data Warehouse
6 8 (25.81%) IBM
6 8 (25.81%) Mathematics
6 8 (25.81%) Business Analysis
6 8 (25.81%) Statistics
6 8 (25.81%) Predictive Modelling
6 8 (25.81%) NumPy
6 8 (25.81%) R
6 8 (25.81%) Machine Learning
6 8 (25.81%) PyTorch
6 8 (25.81%) TensorFlow
6 8 (25.81%) Keras
6 8 (25.81%) Data Science
7 7 (22.58%) Migration
8 6 (19.35%) Data Analysis
8 6 (19.35%) Software Engineering
8 6 (19.35%) SOAP
8 6 (19.35%) SQL Server

Data Modelling
Co-occurring IT Skills in Milton Keynes by Category

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

Application Platforms
1 4 (12.90%) SharePoint
Applications
1 2 (6.45%) Microsoft Office
1 2 (6.45%) SPSS
Cloud Services
1 5 (16.13%) Azure
2 4 (12.90%) AWS
2 4 (12.90%) GCP
3 2 (6.45%) OpenShift
3 2 (6.45%) PaaS
3 2 (6.45%) Power Platform
Database & Business Intelligence
1 9 (29.03%) Relational Database
2 8 (25.81%) Data Mining
2 8 (25.81%) Data Warehouse
3 6 (19.35%) Big Data
3 6 (19.35%) SQL Server
4 5 (16.13%) NoSQL
5 4 (12.90%) BusinessObjects
5 4 (12.90%) Hadoop
5 4 (12.90%) MySQL
6 2 (6.45%) Power BI
6 2 (6.45%) PowerCenter
6 2 (6.45%) QlikView
6 2 (6.45%) Star Schema
7 1 (3.23%) BusinessObjects Business Intelligence
7 1 (3.23%) Data Lake
7 1 (3.23%) Data Mart
7 1 (3.23%) MongoDB
Development Applications
1 2 (6.45%) Cucumber
1 2 (6.45%) Git (software)
1 2 (6.45%) Jenkins
1 2 (6.45%) Postman
1 2 (6.45%) SonarQube
2 1 (3.23%) ER Studio
2 1 (3.23%) ERwin
General
1 21 (67.74%) Social Skills
2 10 (32.26%) Analytical Skills
3 5 (16.13%) Presentation Skills
4 4 (12.90%) Automotive
4 4 (12.90%) Inclusion and Diversity
5 3 (9.68%) Marketing
5 3 (9.68%) Retail
5 3 (9.68%) Telecoms
6 2 (6.45%) Banking
6 2 (6.45%) Documentation Skills
6 2 (6.45%) Public Sector
Job Titles
1 9 (29.03%) Architect
1 9 (29.03%) Solutions Architect
2 8 (25.81%) Data Scientist
3 7 (22.58%) Analyst
3 7 (22.58%) Business Analyst
4 6 (19.35%) Data Architect
5 4 (12.90%) Senior Data Scientist
6 3 (9.68%) E-Commerce Architect
6 3 (9.68%) E-Commerce Solution Architect
6 3 (9.68%) Product Analyst
6 3 (9.68%) Product Business Analyst
6 3 (9.68%) Product Management Analyst
7 2 (6.45%) Business Information Analyst
7 2 (6.45%) Business Intelligence Analyst
7 2 (6.45%) Business Intelligence Developer
7 2 (6.45%) Designer
7 2 (6.45%) Developer
7 2 (6.45%) Salesforce Architect
7 2 (6.45%) Solutions Designer
7 2 (6.45%) Technical Leader
Libraries, Frameworks & Software Standards
1 8 (25.81%) Keras
1 8 (25.81%) NumPy
1 8 (25.81%) PyTorch
1 8 (25.81%) TensorFlow
2 6 (19.35%) REST
2 6 (19.35%) SOAP
3 4 (12.90%) scikit-learn
4 3 (9.68%) J2EE
4 3 (9.68%) Middleware
5 2 (6.45%) JWT
5 2 (6.45%) Kafka
5 2 (6.45%) OAuth
5 2 (6.45%) Spring
5 2 (6.45%) Spring Boot
5 2 (6.45%) Spring Security
6 1 (3.23%) IBM Integration Bus
6 1 (3.23%) Web Services
Miscellaneous
1 4 (12.90%) Algorithms
2 3 (9.68%) Management Information System
3 2 (6.45%) Mobile Banking
4 1 (3.23%) Legacy Systems
4 1 (3.23%) Self-Motivation
Processes & Methodologies
1 12 (38.71%) ETL
2 10 (32.26%) Business Intelligence
3 9 (29.03%) Computer Science
3 9 (29.03%) Stakeholder Management
4 8 (25.81%) Business Analysis
4 8 (25.81%) Data Science
4 8 (25.81%) Machine Learning
4 8 (25.81%) Mathematics
4 8 (25.81%) Predictive Modelling
4 8 (25.81%) Statistics
5 7 (22.58%) Migration
6 6 (19.35%) Coaching
6 6 (19.35%) Data Analysis
6 6 (19.35%) Data Transformation
6 6 (19.35%) Software Engineering
6 6 (19.35%) Use Case
7 5 (16.13%) Analytical Thinking
7 5 (16.13%) Operations Research
7 5 (16.13%) Problem-Solving
7 5 (16.13%) Strategic Roadmap
Programming Languages
1 19 (61.29%) SQL
2 8 (25.81%) Python
2 8 (25.81%) R
3 5 (16.13%) Java
Qualifications
1 9 (29.03%) Degree
2 3 (9.68%) Postgraduate
3 2 (6.45%) BPSS Clearance
3 2 (6.45%) ISEB
3 2 (6.45%) PhD
4 1 (3.23%) Computer Science Degree
4 1 (3.23%) DBS Check
4 1 (3.23%) ISEB Practitioner
4 1 (3.23%) Master's Degree
4 1 (3.23%) Security Cleared
Quality Assurance & Compliance
1 2 (6.45%) Disclosure Scotland
System Software
1 2 (6.45%) Docker
Vendors
1 10 (32.26%) Oracle
2 8 (25.81%) IBM
3 4 (12.90%) TIBCO
4 3 (9.68%) Salesforce.com
5 2 (6.45%) Informatica
5 2 (6.45%) Microsoft
5 2 (6.45%) Red Hat
5 2 (6.45%) StreamSets
6 1 (3.23%) MuleSoft
6 1 (3.23%) SAP