Period
to 23 January 2022

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Data Science skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Science over the 6 months to 23 January 2022 with a comparison to the same period in the previous 2 years.

Data Science
England > Yorkshire
6 months to
23 Jan 2022
Same period 2021 Same period 2020
Rank 157 163 162
Rank change year-on-year +6 -1 +59
Permanent jobs citing Data Science 114 29 83
As % of all permanent jobs advertised in Yorkshire 1.63% 0.76% 1.36%
As % of the Processes & Methodologies category 1.77% 0.82% 1.49%
Number of salaries quoted 44 15 66
10th Percentile £34,500 £34,750 £27,500
25th Percentile £44,688 £47,500 £35,634
Median annual salary (50th Percentile) £55,000 £54,000 £55,000
Median % change year-on-year +1.85% -1.82% +10.00%
75th Percentile £65,531 £63,250 £64,500
90th Percentile £86,125 £79,500 £70,000
England median annual salary £70,000 £65,000 £65,000
% change year-on-year +7.69% - -

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

All Process and Methodology Skills
Yorkshire
Permanent vacancies with a requirement for process or methodology skills 6,445 3,537 5,582
As % of all permanent IT jobs advertised in Yorkshire 92.08% 93.28% 91.48%
Number of salaries quoted 4,574 2,982 4,667
10th Percentile £31,250 £30,750 £27,000
25th Percentile £39,250 £37,500 £34,750
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +3.45%
75th Percentile £65,000 £58,750 £57,500
90th Percentile £78,750 £67,500 £67,500
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

Data Science
Job Vacancy Trend in Yorkshire

Job postings citing Data Science as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for Data Science in Yorkshire

Data Science
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing Data Science in Yorkshire.

Salary trend for Data Science in Yorkshire

Data Science
Salary Histogram in Yorkshire

Salary distribution for jobs citing Data Science in Yorkshire over the 6 months to 23 January 2022.

Salary histogram for Data Science in Yorkshire

Data Science
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Science within the Yorkshire region over the 6 months to 23 January 2022. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
South Yorkshire +13 57 £75,899 +102.40% 3
West Yorkshire -41 39 £55,000 -8.33% 3
North Yorkshire -5 18 £52,500 +11.70% 2
Data Science
England

For the 6 months to 23 January 2022, IT jobs citing Data Science also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Yorkshire region with a requirement for Data Science.

1 77 (67.54%) SQL
2 73 (64.04%) Analytics
3 64 (56.14%) Data Analysis
4 60 (52.63%) Business Intelligence
5 58 (50.88%) Problem-Solving
6 57 (50.00%) Analytical Skills
6 57 (50.00%) Algorithms
7 54 (47.37%) Retail
8 53 (46.49%) Social Skills
9 49 (42.98%) Product Management
10 47 (41.23%) Logistics
10 47 (41.23%) VBA
10 47 (41.23%) Organisational Skills
10 47 (41.23%) Data Interpretation
11 38 (33.33%) Python
12 26 (22.81%) Machine Learning
13 24 (21.05%) Azure
14 22 (19.30%) Agile Software Development
15 21 (18.42%) Artificial Intelligence
16 20 (17.54%) Java
17 18 (15.79%) AWS
18 16 (14.04%) DevOps
19 14 (12.28%) Visualisation
20 13 (11.40%) Software Engineering
21 12 (10.53%) Statistics
21 12 (10.53%) Data Warehouse
21 12 (10.53%) ETL
21 12 (10.53%) Data Engineering
21 12 (10.53%) Power BI
21 12 (10.53%) Power Platform

Data Science
Co-occurring IT Skills in Yorkshire 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 10 (8.77%) Apache Spark
2 5 (4.39%) SAS
3 4 (3.51%) Apache Airflow
4 2 (1.75%) Apache
4 2 (1.75%) CMS
4 2 (1.75%) Luigi
4 2 (1.75%) Tomcat
4 2 (1.75%) Umbraco
5 1 (0.88%) Confluence
Applications
1 6 (5.26%) Microsoft Excel
2 1 (0.88%) SPSS
Cloud Services
1 24 (21.05%) Azure
2 18 (15.79%) AWS
3 12 (10.53%) Power Platform
4 9 (7.89%) GCP
5 6 (5.26%) Amazon EC2
5 6 (5.26%) Amazon EMR
6 5 (4.39%) Azure Data Factory
7 4 (3.51%) Snowflake
8 3 (2.63%) Amazon S3
9 2 (1.75%) Azure Cosmos DB
9 2 (1.75%) Azure Functions
9 2 (1.75%) Azure Logic Apps
9 2 (1.75%) Azure Pipelines
9 2 (1.75%) Azure Service Bus
9 2 (1.75%) Azure Synapse Analytics
9 2 (1.75%) IaaS
9 2 (1.75%) Matillion
9 2 (1.75%) PaaS
9 2 (1.75%) SaaS
9 2 (1.75%) Serverless
Communications & Networking
1 1 (0.88%) FTP
1 1 (0.88%) Network Security
Database & Business Intelligence
1 12 (10.53%) Data Warehouse
1 12 (10.53%) Power BI
2 7 (6.14%) Data Lake
2 7 (6.14%) MySQL
3 6 (5.26%) NoSQL
4 5 (4.39%) Big Data
4 5 (4.39%) Tableau
5 4 (3.51%) Azure SQL Database
5 4 (3.51%) Hadoop
5 4 (3.51%) Metadata
5 4 (3.51%) PostgreSQL
5 4 (3.51%) Relational Database
6 3 (2.63%) Amazon RDS
6 3 (2.63%) Amazon Redshift
6 3 (2.63%) BigQuery
7 2 (1.75%) Apache Cassandra
7 2 (1.75%) Azkaban
7 2 (1.75%) Blockchain
7 2 (1.75%) MongoDB
7 2 (1.75%) SQL Server
Development Applications
1 11 (9.65%) Git (software)
2 3 (2.63%) JIRA
3 2 (1.75%) git-flow
4 1 (0.88%) Flyway
General
1 57 (50.00%) Analytical Skills
2 54 (47.37%) Retail
3 53 (46.49%) Social Skills
4 47 (41.23%) Organisational Skills
5 8 (7.02%) Finance
5 8 (7.02%) Legal
6 6 (5.26%) Banking
7 4 (3.51%) Marketing
8 3 (2.63%) Inclusion and Diversity
8 3 (2.63%) Retail Banking
9 2 (1.75%) Presentation Skills
9 2 (1.75%) Wholesale Banking
Job Titles
1 17 (14.91%) Data Scientist
2 15 (13.16%) Supply Chain Manager
3 13 (11.40%) Senior Data Scientist
4 12 (10.53%) Developer
5 10 (8.77%) Analyst
5 10 (8.77%) Analytics Manager
5 10 (8.77%) Data Engineer
6 9 (7.89%) Data Analyst
7 5 (4.39%) Programmer
7 5 (4.39%) Software Developer
8 3 (2.63%) .NET Developer
8 3 (2.63%) Analyst Programmer
8 3 (2.63%) Architect
8 3 (2.63%) Data Programmer
9 2 (1.75%) Java Software Developer
9 2 (1.75%) JavaScript Developer
9 2 (1.75%) Python Programmer
9 2 (1.75%) Senior Programmer
9 2 (1.75%) Senior Python Programmer
9 2 (1.75%) Technical Leader
Libraries, Frameworks & Software Standards
1 8 (7.02%) React
2 6 (5.26%) .NET
2 6 (5.26%) Spring
3 5 (4.39%) JSON
3 5 (4.39%) XML
4 4 (3.51%) AngularJS
4 4 (3.51%) Node.js
4 4 (3.51%) RESTful
4 4 (3.51%) Spring Boot
5 3 (2.63%) .NET Core
5 3 (2.63%) Kafka
5 3 (2.63%) PySpark
6 2 (1.75%) ASP.NET
6 2 (1.75%) ASP.NET MVC
6 2 (1.75%) LAPP Stack
6 2 (1.75%) PyTorch
6 2 (1.75%) Redux
6 2 (1.75%) SciPy
6 2 (1.75%) Spark Streaming
6 2 (1.75%) TensorFlow
Miscellaneous
1 57 (50.00%) Algorithms
2 6 (5.26%) User Experience
3 5 (4.39%) Data Structures
3 5 (4.39%) Life Science
4 3 (2.63%) Greenfield Project
4 3 (2.63%) Management Information System
5 2 (1.75%) Cloud Native
5 2 (1.75%) Enterprise Software
5 2 (1.75%) Hedge funds
5 2 (1.75%) Mobile App
5 2 (1.75%) Reference Data
6 1 (0.88%) Analytical Mindset
6 1 (0.88%) Blog
6 1 (0.88%) Virtual Team
Operating Systems
1 2 (1.75%) Linux
2 1 (0.88%) Android
2 1 (0.88%) Apple iOS
2 1 (0.88%) Unix
Processes & Methodologies
1 73 (64.04%) Analytics
2 64 (56.14%) Data Analysis
3 60 (52.63%) Business Intelligence
4 58 (50.88%) Problem-Solving
5 49 (42.98%) Product Management
6 47 (41.23%) Data Interpretation
6 47 (41.23%) Logistics
7 26 (22.81%) Machine Learning
8 22 (19.30%) Agile Software Development
9 21 (18.42%) Artificial Intelligence
10 16 (14.04%) DevOps
11 14 (12.28%) Visualisation
12 13 (11.40%) Software Engineering
13 12 (10.53%) Data Engineering
13 12 (10.53%) ETL
13 12 (10.53%) Statistics
14 11 (9.65%) Data Visualisation
15 10 (8.77%) Natural Language Processing
16 9 (7.89%) Data Pipeline
17 8 (7.02%) Microservices
Programming Languages
1 77 (67.54%) SQL
2 47 (41.23%) VBA
3 38 (33.33%) Python
4 20 (17.54%) Java
5 11 (9.65%) R
6 10 (8.77%) C#
7 8 (7.02%) JavaScript
7 8 (7.02%) Scala
8 6 (5.26%) C++
9 4 (3.51%) PowerShell
10 1 (0.88%) F#
10 1 (0.88%) Haskell
Qualifications
1 9 (7.89%) Degree
2 6 (5.26%) PhD
3 3 (2.63%) Master's Degree
4 1 (0.88%) Computer Science Degree
4 1 (0.88%) TOGAF Certification
Quality Assurance & Compliance
1 5 (4.39%) Data Quality
2 3 (2.63%) IEC 62304
2 3 (2.63%) ISO 13485
2 3 (2.63%) ISO 9001
3 2 (1.75%) QA
3 2 (1.75%) SLA
4 1 (0.88%) ISO/IEC 27001
System Software
1 5 (4.39%) Firmware
2 4 (3.51%) Docker
3 1 (0.88%) HDFS
Systems Management
1 3 (2.63%) Kubernetes
2 2 (1.75%) Puppet
2 2 (1.75%) Terraform
Vendors
1 10 (8.77%) Microsoft
2 5 (4.39%) Databricks
2 5 (4.39%) Google
2 5 (4.39%) Twitter
3 3 (2.63%) Dataiku
4 1 (0.88%) Adobe
4 1 (0.88%) Alteryx
4 1 (0.88%) Sony