Period
to 27 October 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 27 October 2021 with a comparison to the same period in the previous 2 years.

Data Analysis
England > Yorkshire
6 months to
27 Oct 2021
Same period 2020 Same period 2019
Rank 137 122 206
Rank change year-on-year -15 +84 -34
Permanent jobs citing Data Analysis 135 38 83
As % of all permanent jobs advertised in Yorkshire 1.99% 1.35% 1.20%
As % of the Processes & Methodologies category 2.11% 1.44% 1.31%
Number of salaries quoted 93 30 70
10th Percentile £28,702 £32,125 £20,250
25th Percentile £32,500 £36,386 £21,438
Median annual salary (50th Percentile) £42,000 £43,000 £32,750
Median % change year-on-year -2.33% +31.30% -16.56%
75th Percentile £47,500 £53,438 £43,625
90th Percentile £60,000 £56,250 £52,625
England median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +10.00% +5.26%

Data Analysis 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 6,390 2,637 6,319
As % of all permanent IT jobs advertised in Yorkshire 93.97% 93.78% 91.74%
Number of salaries quoted 4,847 2,306 5,117
10th Percentile £31,250 £31,250 £26,150
25th Percentile £38,500 £37,500 £33,250
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +5.88%
75th Percentile £63,750 £58,563 £55,000
90th Percentile £75,000 £66,250 £65,000
England median annual salary £59,500 £55,000 £52,500
% change year-on-year +8.18% +4.76% -

Data Analysis
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Analysis in Yorkshire

Data Analysis
Salary Trend in Yorkshire

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

Salary trend for Data Analysis in Yorkshire

Data Analysis
Salary Histogram in Yorkshire

Salary distribution for jobs citing Data Analysis in Yorkshire over the 6 months to 27 October 2021.

Salary histogram for Data Analysis in Yorkshire

Data Analysis
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 Analysis within the Yorkshire region over the 6 months to 27 October 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 -35 79 £42,500 -10.53% 8
South Yorkshire -12 37 £30,177 -24.56% 2
North Yorkshire -4 14 £45,000 +2.86% 3
East Yorkshire - 5 £35,000 -
Data Analysis
England

For the 6 months to 27 October 2021, IT jobs citing Data Analysis 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 Analysis.

1 70 (51.85%) SQL
2 54 (40.00%) Business Intelligence
3 52 (38.52%) Agile Software Development
4 49 (36.30%) Visualisation
4 49 (36.30%) Analytics
5 48 (35.56%) Data Visualisation
6 44 (32.59%) Power BI
6 44 (32.59%) Power Platform
7 43 (31.85%) Analytical Skills
8 39 (28.89%) Social Skills
9 38 (28.15%) Data Modelling
10 37 (27.41%) Python
11 31 (22.96%) Degree
12 28 (20.74%) Computer Science
13 27 (20.00%) Mathematics
14 26 (19.26%) Data Engineering
15 23 (17.04%) AWS
16 22 (16.30%) Microsoft Excel
16 22 (16.30%) Problem-Solving
17 21 (15.56%) Retail
17 21 (15.56%) Tableau
18 20 (14.81%) Mentoring
19 19 (14.07%) Alteryx
19 19 (14.07%) Azure
19 19 (14.07%) NoSQL
19 19 (14.07%) SQL Server Integration Services
19 19 (14.07%) Data Science
20 18 (13.33%) Statistics
21 16 (11.85%) T-SQL
21 16 (11.85%) Microsoft

Data Analysis
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 (11.85%) Apache Spark
2 7 (5.19%) Apache
3 6 (4.44%) Apache Airflow
3 6 (4.44%) Luigi
3 6 (4.44%) Tomcat
4 3 (2.22%) Confluence
5 1 (0.74%) CMS
5 1 (0.74%) SAS
5 1 (0.74%) SharePoint
Applications
1 22 (16.30%) Microsoft Excel
2 9 (6.67%) Microsoft Office
3 6 (4.44%) Microsoft PowerPoint
3 6 (4.44%) MS Visio
4 2 (1.48%) Spreadsheet
5 1 (0.74%) SPSS
Business Applications
1 5 (3.70%) RESILIA
2 1 (0.74%) NetSuite
Cloud Services
1 44 (32.59%) Power Platform
2 23 (17.04%) AWS
3 19 (14.07%) Azure
4 6 (4.44%) Amazon EC2
4 6 (4.44%) Amazon EMR
4 6 (4.44%) Google Analytics
5 5 (3.70%) Amazon Kinesis
5 5 (3.70%) Azure Data Factory
5 5 (3.70%) Azure Synapse Analytics
6 4 (2.96%) Dynamics 365
7 3 (2.22%) GCP
7 3 (2.22%) Google Tag Manager
8 2 (1.48%) Azure Machine Learning
9 1 (0.74%) Adobe Analytics
9 1 (0.74%) Amazon Neptune
9 1 (0.74%) Amazon SageMaker
9 1 (0.74%) IaaS
9 1 (0.74%) PaaS
9 1 (0.74%) Power Automate
9 1 (0.74%) PowerApps
Communications & Networking
1 6 (4.44%) Firewall
1 6 (4.44%) Intrusion Detection
1 6 (4.44%) Network Security
1 6 (4.44%) Sourcefire
2 5 (3.70%) Broadband
Database & Business Intelligence
1 44 (32.59%) Power BI
2 21 (15.56%) Tableau
3 19 (14.07%) NoSQL
3 19 (14.07%) SQL Server Integration Services
4 15 (11.11%) Data Warehouse
5 14 (10.37%) Hadoop
5 14 (10.37%) Metadata
6 13 (9.63%) Apache Cassandra
7 11 (8.15%) Amazon Redshift
7 11 (8.15%) GIS
7 11 (8.15%) Relational Database
8 9 (6.67%) MySQL
9 8 (5.93%) Big Data
9 8 (5.93%) PostgreSQL
10 6 (4.44%) Amazon Athena
10 6 (4.44%) Amazon RDS
10 6 (4.44%) Azkaban
10 6 (4.44%) Metadata Repository
10 6 (4.44%) SQL Server Reporting Services
11 5 (3.70%) HBase
Development Applications
1 14 (10.37%) JIRA
2 6 (4.44%) Metasploit
3 2 (1.48%) JUnit
General
1 43 (31.85%) Analytical Skills
2 39 (28.89%) Social Skills
3 21 (15.56%) Retail
4 15 (11.11%) Public Sector
5 12 (8.89%) Organisational Skills
6 8 (5.93%) Legal
7 7 (5.19%) Local Government
8 6 (4.44%) Finance
9 5 (3.70%) Games
9 5 (3.70%) Presentation Skills
10 4 (2.96%) Manufacturing
10 4 (2.96%) Social Housing
11 3 (2.22%) Influencing Skills
11 3 (2.22%) Law
12 2 (1.48%) Banking
12 2 (1.48%) Fire and Rescue
12 2 (1.48%) Publishing
13 1 (0.74%) Marketing
13 1 (0.74%) Online Betting
13 1 (0.74%) Pharmaceutical
Job Titles
1 62 (45.93%) Analyst
2 26 (19.26%) Data Analyst
3 16 (11.85%) Business Analyst
4 11 (8.15%) Data Engineer
5 9 (6.67%) Developer
6 8 (5.93%) Analytics Manager
6 8 (5.93%) Planning Manager
7 6 (4.44%) Business Intelligence Analyst
7 6 (4.44%) Customer Analyst
7 6 (4.44%) Customer Insight Analyst
7 6 (4.44%) Insight Analyst
7 6 (4.44%) Senior Analyst
7 6 (4.44%) Senior Data Engineer
8 5 (3.70%) Administrator
8 5 (3.70%) Business Intelligence Developer
8 5 (3.70%) DBA
8 5 (3.70%) GIS Analyst
8 5 (3.70%) Security Analyst
9 4 (2.96%) Cybersecurity Analyst
9 4 (2.96%) Data Scientist
Libraries, Frameworks & Software Standards
1 12 (8.89%) Kafka
2 6 (4.44%) Regular Expression
2 6 (4.44%) Spark Streaming
3 5 (3.70%) .NET
4 4 (2.96%) LAMP
4 4 (2.96%) LAPP Stack
5 2 (1.48%) .NET Core
5 2 (1.48%) D3.js
5 2 (1.48%) NumPy
Miscellaneous
1 10 (7.41%) Data Protection Act
2 9 (6.67%) Management Information System
3 8 (5.93%) Data Structures
4 7 (5.19%) NHS
5 6 (4.44%) Self-Motivation
6 5 (3.70%) Social Media
7 4 (2.96%) Life Science
7 4 (2.96%) User Experience
8 3 (2.22%) Algorithms
9 1 (0.74%) Freedom of Information
9 1 (0.74%) Freedom of Information Act
9 1 (0.74%) Reference Data
9 1 (0.74%) Virtual Team
Operating Systems
1 6 (4.44%) Linux
2 3 (2.22%) Windows
Processes & Methodologies
1 54 (40.00%) Business Intelligence
2 52 (38.52%) Agile Software Development
3 49 (36.30%) Analytics
3 49 (36.30%) Visualisation
4 48 (35.56%) Data Visualisation
5 38 (28.15%) Data Modelling
6 28 (20.74%) Computer Science
7 27 (20.00%) Mathematics
8 26 (19.26%) Data Engineering
9 22 (16.30%) Problem-Solving
10 20 (14.81%) Mentoring
11 19 (14.07%) Data Science
12 18 (13.33%) Statistics
13 15 (11.11%) Data Pipeline
14 14 (10.37%) Business Analysis
14 14 (10.37%) Decision-Making
15 12 (8.89%) Creative Thinking
15 12 (8.89%) Data Protection
16 11 (8.15%) Information Security
16 11 (8.15%) Logistics
Programming Languages
1 70 (51.85%) SQL
2 37 (27.41%) Python
3 16 (11.85%) T-SQL
4 11 (8.15%) VBA
5 8 (5.93%) PowerShell
5 8 (5.93%) R
6 7 (5.19%) C#
7 5 (3.70%) Bash Shell
7 5 (3.70%) Go
8 4 (2.96%) C++
8 4 (2.96%) Java
8 4 (2.96%) Scala
9 3 (2.22%) JavaScript
10 2 (1.48%) MATLAB
11 1 (0.74%) VB.NET
Qualifications
1 31 (22.96%) Degree
2 5 (3.70%) CISSP
2 5 (3.70%) CompTIA Security+
2 5 (3.70%) GIAC
2 5 (3.70%) GISP
3 3 (2.22%) Master's Degree
3 3 (2.22%) Numerate Degree
4 1 (0.74%) PMP
Quality Assurance & Compliance
1 9 (6.67%) Data Quality
2 6 (4.44%) GDPR
3 2 (1.48%) QA
Systems Management
1 6 (4.44%) Nessus
1 6 (4.44%) QRadar
2 5 (3.70%) Icinga
2 5 (3.70%) Nagios
2 5 (3.70%) Prometheus
3 1 (0.74%) Terraform
Vendors
1 19 (14.07%) Alteryx
2 16 (11.85%) Microsoft
3 6 (4.44%) CheckPoint
3 6 (4.44%) Cisco
3 6 (4.44%) Google
3 6 (4.44%) McAfee
3 6 (4.44%) Palo Alto
3 6 (4.44%) Trustwave
4 5 (3.70%) Databricks
4 5 (3.70%) ESRI
4 5 (3.70%) Remedy
5 3 (2.22%) SAP
6 2 (1.48%) Salesforce.com
7 1 (0.74%) Adobe
7 1 (0.74%) Capita
7 1 (0.74%) Dataiku
7 1 (0.74%) Oracle