Period
to 8 December 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 8 December 2021 with a comparison to the same period in the previous 2 years.

Data Analytics
England > Yorkshire
6 months to
8 Dec 2021
Same period 2020 Same period 2019
Rank 189 140 220
Rank change year-on-year -49 +80 -41
Permanent jobs citing Data Analytics 75 40 44
As % of all permanent jobs advertised in Yorkshire 1.10% 1.20% 0.68%
As % of the Processes & Methodologies category 1.17% 1.29% 0.74%
Number of salaries quoted 45 25 36
10th Percentile £33,870 £37,750 £35,000
25th Percentile £37,500 £42,500 £37,173
Median annual salary (50th Percentile) £47,500 £50,000 £50,000
Median % change year-on-year -5.00% - +7.53%
75th Percentile £57,500 £56,000 £63,063
90th Percentile £67,000 £76,500 £78,125
England median annual salary £62,500 £61,500 £62,500
% change year-on-year +1.63% -1.60% +4.17%

Data Analytics 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 6,406 3,099 5,965
As % of all permanent IT jobs advertised in Yorkshire 94.03% 93.12% 91.92%
Number of salaries quoted 4,796 2,683 4,907
10th Percentile £31,250 £31,250 £26,250
25th Percentile £38,750 £37,500 £33,750
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +4.65%
75th Percentile £65,000 £58,750 £57,500
90th Percentile £80,000 £65,000 £67,500
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

Data Analytics
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Analytics in Yorkshire

Data Analytics
Salary Trend in Yorkshire

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

Salary trend for Data Analytics in Yorkshire

Data Analytics
Salary Histogram in Yorkshire

Salary distribution for jobs citing Data Analytics in Yorkshire over the 6 months to 8 December 2021.

Salary histogram for Data Analytics in Yorkshire

Data Analytics
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 Analytics within the Yorkshire region over the 6 months to 8 December 2021. 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
Job
Vacancies
West Yorkshire -60 47 £45,000 -10.00% 5
North Yorkshire +2 18 £55,000 +25.71% 2
East Yorkshire - 3 £55,000 -
South Yorkshire -39 1 £35,000 -
Data Analytics
England

For the 6 months to 8 December 2021, IT jobs citing Data Analytics 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 Analytics.

1 75 (100.00%) Analytics
2 43 (57.33%) SQL
3 37 (49.33%) Business Intelligence
4 35 (46.67%) Azure
5 28 (37.33%) Agile Software Development
6 25 (33.33%) Power Platform
7 24 (32.00%) Tableau
7 24 (32.00%) Power BI
8 22 (29.33%) Data Warehouse
9 21 (28.00%) Visualisation
10 20 (26.67%) Microsoft
11 19 (25.33%) ETL
11 19 (25.33%) SQL Server
12 17 (22.67%) Finance
13 16 (21.33%) Python
13 16 (21.33%) Apache Spark
13 16 (21.33%) Problem-Solving
14 14 (18.67%) Social Skills
14 14 (18.67%) ETL Development
14 14 (18.67%) Microsoft Excel
14 14 (18.67%) Data Management
15 13 (17.33%) Configuration Management
15 13 (17.33%) SaaS
15 13 (17.33%) Hadoop
16 12 (16.00%) SQL Server Integration Services
17 11 (14.67%) Data Modelling
17 11 (14.67%) SQL Server Analysis Services
17 11 (14.67%) Machine Learning
17 11 (14.67%) Software Delivery
17 11 (14.67%) Analytical Skills

Data Analytics
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 16 (21.33%) Apache Spark
2 7 (9.33%) Apache
2 7 (9.33%) SAS
3 4 (5.33%) Apache Solr
4 3 (4.00%) Apache Synapse
5 1 (1.33%) Confluence
5 1 (1.33%) SharePoint
Applications
1 14 (18.67%) Microsoft Excel
2 4 (5.33%) Microsoft Office
3 1 (1.33%) Microsoft Project
3 1 (1.33%) SPSS
3 1 (1.33%) Stata
Business Applications
1 1 (1.33%) Dynamics CRM
1 1 (1.33%) Dynamics NAV
1 1 (1.33%) iTrent
Cloud Services
1 35 (46.67%) Azure
2 25 (33.33%) Power Platform
3 13 (17.33%) SaaS
4 10 (13.33%) AWS
5 9 (12.00%) Azure Synapse Analytics
6 7 (9.33%) PaaS
7 6 (8.00%) Azure Cosmos DB
7 6 (8.00%) Azure Functions
7 6 (8.00%) Azure Logic Apps
7 6 (8.00%) Azure Service Bus
7 6 (8.00%) Serverless
8 5 (6.67%) Azure Data Factory
8 5 (6.67%) Slack
9 4 (5.33%) Azure App Service
9 4 (5.33%) Azure Machine Learning
9 4 (5.33%) Azure Service Fabric
9 4 (5.33%) Azure Storage
9 4 (5.33%) Cortana Intelligence Suite
10 3 (4.00%) IaaS
11 2 (2.67%) Microsoft 365
Communications & Networking
1 4 (5.33%) Firewall
2 2 (2.67%) Cisco ASA
3 1 (1.33%) Internet
Database & Business Intelligence
1 24 (32.00%) Power BI
1 24 (32.00%) Tableau
2 22 (29.33%) Data Warehouse
3 19 (25.33%) SQL Server
4 13 (17.33%) Hadoop
5 12 (16.00%) SQL Server Integration Services
6 11 (14.67%) SQL Server Analysis Services
7 10 (13.33%) Big Data
7 10 (13.33%) NoSQL
8 7 (9.33%) Data Lake
9 5 (6.67%) Azure SQL Data Warehouse
10 4 (5.33%) Apache Cassandra
10 4 (5.33%) Azure SQL Database
10 4 (5.33%) BusinessObjects
10 4 (5.33%) Geospatial Data
10 4 (5.33%) MongoDB
10 4 (5.33%) MySQL
11 3 (4.00%) OLAP
11 3 (4.00%) Oracle OLAP
11 3 (4.00%) QlikView
Development Applications
1 6 (8.00%) Visual Studio
2 4 (5.33%) Visual Studio Team System
3 3 (4.00%) Jenkins
4 2 (2.67%) RStudio
5 1 (1.33%) Bitbucket
5 1 (1.33%) Cactus
5 1 (1.33%) GitLab
5 1 (1.33%) JIRA
General
1 17 (22.67%) Finance
2 14 (18.67%) Social Skills
3 11 (14.67%) Analytical Skills
4 6 (8.00%) Legal
5 5 (6.67%) Inclusion and Diversity
5 5 (6.67%) Marketing
5 5 (6.67%) Organisational Skills
5 5 (6.67%) Retail
6 4 (5.33%) Banking
7 3 (4.00%) Electronics
7 3 (4.00%) Manufacturing
8 1 (1.33%) Presentation Skills
8 1 (1.33%) Public Sector
Job Titles
1 17 (22.67%) Developer
2 9 (12.00%) Business Intelligence Developer
3 7 (9.33%) Analytics Manager
4 6 (8.00%) Business Intelligence Lead
4 6 (8.00%) Data Analytics Manager
4 6 (8.00%) Senior Developer
5 5 (6.67%) Analyst
5 5 (6.67%) Data Engineer
5 5 (6.67%) Digital Product Manager
5 5 (6.67%) Product Manager
5 5 (6.67%) Support Engineer
5 5 (6.67%) Technical Engineer
5 5 (6.67%) Technical Support
5 5 (6.67%) Technical Support Engineer
6 4 (5.33%) Architect
6 4 (5.33%) Azure Developer
6 4 (5.33%) Integration Developer
6 4 (5.33%) Lead Developer
6 4 (5.33%) Senior Integration Developer
6 4 (5.33%) Team Leader
Libraries, Frameworks & Software Standards
1 8 (10.67%) Kafka
2 6 (8.00%) .NET
2 6 (8.00%) JSON
3 5 (6.67%) Elastic Stack
4 4 (5.33%) GeoJSON
4 4 (5.33%) REST
4 4 (5.33%) RESTful
4 4 (5.33%) SAML
4 4 (5.33%) SOAP
4 4 (5.33%) Web Services
5 2 (2.67%) ARM Templates
5 2 (2.67%) React
5 2 (2.67%) Spark Streaming
5 2 (2.67%) XML
6 1 (1.33%) COM
6 1 (1.33%) CSS
6 1 (1.33%) HTML
6 1 (1.33%) Redux
Miscellaneous
1 9 (12.00%) Data Centre
2 6 (8.00%) Data Structures
2 6 (8.00%) User Experience
3 4 (5.33%) Enterprise Software
3 4 (5.33%) Hybrid Cloud
3 4 (5.33%) Social Network
4 3 (4.00%) Blog
4 3 (4.00%) Tandem
5 2 (2.67%) Management Information System
5 2 (2.67%) Public Cloud
5 2 (2.67%) Reference Data
6 1 (1.33%) Algorithms
6 1 (1.33%) Greenfield Project
6 1 (1.33%) NHS
Operating Systems
1 7 (9.33%) Windows
2 5 (6.67%) Windows Server
3 2 (2.67%) Linux
4 1 (1.33%) Unix
Processes & Methodologies
1 75 (100.00%) Analytics
2 37 (49.33%) Business Intelligence
3 28 (37.33%) Agile Software Development
4 21 (28.00%) Visualisation
5 19 (25.33%) ETL
6 16 (21.33%) Problem-Solving
7 14 (18.67%) Data Management
7 14 (18.67%) ETL Development
8 13 (17.33%) Configuration Management
9 11 (14.67%) Data Modelling
9 11 (14.67%) DevOps
9 11 (14.67%) Machine Learning
9 11 (14.67%) Software Delivery
10 10 (13.33%) Artificial Intelligence
10 10 (13.33%) PRINCE2
10 10 (13.33%) Requirements Gathering
11 9 (12.00%) CRM
11 9 (12.00%) Migration
11 9 (12.00%) Unit Testing
12 7 (9.33%) Data Security
Programming Languages
1 43 (57.33%) SQL
2 16 (21.33%) Python
3 9 (12.00%) VBA
4 6 (8.00%) JavaScript
5 4 (5.33%) PowerShell
6 3 (4.00%) Java
6 3 (4.00%) T-SQL
7 2 (2.67%) C#
7 2 (2.67%) Data Analysis Expressions (DAX)
7 2 (2.67%) Scala
8 1 (1.33%) HiveQL
8 1 (1.33%) PL/SQL
8 1 (1.33%) R
8 1 (1.33%) TypeScript
Qualifications
1 6 (8.00%) Degree
2 1 (1.33%) Master's Degree
2 1 (1.33%) Numerate Degree
2 1 (1.33%) PhD
Quality Assurance & Compliance
1 6 (8.00%) Data Quality
2 3 (4.00%) GMP
2 3 (4.00%) ISO 9001
3 2 (2.67%) QA
4 1 (1.33%) ISO/IEC 27001
System Software
1 8 (10.67%) Docker
2 5 (6.67%) Active Directory
2 5 (6.67%) Virtual Machines
3 2 (2.67%) HDFS
Systems Management
1 9 (12.00%) Kubernetes
2 5 (6.67%) Ansible
3 4 (5.33%) Opscode Chef
3 4 (5.33%) Puppet
4 2 (2.67%) Terraform
Vendors
1 20 (26.67%) Microsoft
2 11 (14.67%) Databricks
3 9 (12.00%) Alteryx
4 6 (8.00%) Oracle
5 4 (5.33%) SAP
5 4 (5.33%) Teradata
6 3 (4.00%) Google
6 3 (4.00%) IBM
6 3 (4.00%) NVIDIA
7 2 (2.67%) CheckPoint
7 2 (2.67%) Cisco
7 2 (2.67%) MapR
7 2 (2.67%) Red Hat
8 1 (1.33%) Informatica
8 1 (1.33%) Talend