Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 18 April 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 18 April 2021 with a comparison to the same period in the previous 2 years.

Analytics
England > Yorkshire
6 months to
18 Apr 2021		 Same period 2020 Same period 2019
Rank 45 51 61
Rank change year-on-year +6 +10 +17
Permanent jobs citing Analytics 263 241 327
As % of all permanent jobs advertised in Yorkshire 5.40% 4.41% 4.35%
As % of the Processes & Methodologies category 5.80% 4.84% 4.72%
Number of salaries quoted 201 165 287
10th Percentile £29,075 £30,350 £28,750
25th Percentile £38,750 £36,250 £35,000
Median annual salary (50th Percentile) £52,500 £45,000 £44,000
Median % change year-on-year +16.67% +2.27% +10.00%
75th Percentile £65,000 £58,750 £57,500
90th Percentile £77,500 £77,237 £72,750
England median annual salary £60,000 £62,500 £60,000
% change year-on-year -4.00% +4.17% +9.09%

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 4,534 4,980 6,928
As % of all permanent IT jobs advertised in Yorkshire 93.16% 91.13% 92.10%
Number of salaries quoted 3,712 4,216 5,719
10th Percentile £29,008 £27,500 £26,250
25th Percentile £36,750 £35,000 £32,500
Median annual salary (50th Percentile) £47,500 £45,000 £42,500
Median % change year-on-year +5.56% +5.88% -
75th Percentile £61,250 £57,500 £53,750
90th Percentile £70,000 £69,840 £63,750
England median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

Analytics
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Analytics in Yorkshire

Analytics
Salary Trend in Yorkshire

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

Salary trend for Analytics in Yorkshire

Analytics
Salary Histogram in Yorkshire

Salary distribution for jobs citing Analytics in Yorkshire over the 6 months to 18 April 2021.

Salary histogram for Analytics in Yorkshire

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 Analytics within the Yorkshire region over the 6 months to 18 April 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 +5 153 £60,000 +33.33% 26
South Yorkshire -20 48 £60,000 +14.29% 4
North Yorkshire +19 33 £41,250 +3.13% 8
East Yorkshire -9 1 £60,000 +49.07% 1
Analytics
England

For the 6 months to 18 April 2021, IT jobs citing 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 Analytics.

1 141 (53.61%) Agile Software Development
2 135 (51.33%) SQL
2 135 (51.33%) Azure
3 100 (38.02%) Business Intelligence
4 94 (35.74%) Python
5 72 (27.38%) Problem-Solving
6 63 (23.95%) Data Warehouse
7 62 (23.57%) JavaScript
8 59 (22.43%) C#
9 57 (21.67%) DevOps
10 55 (20.91%) Docker
10 55 (20.91%) Azure SQL Database
10 55 (20.91%) Java
10 55 (20.91%) PostgreSQL
11 53 (20.15%) Data Analytics
11 53 (20.15%) Analytical Skills
11 53 (20.15%) Kubernetes
12 52 (19.77%) Configuration Management
13 51 (19.39%) AWS
13 51 (19.39%) MongoDB
14 50 (19.01%) Jenkins
14 50 (19.01%) TypeScript
14 50 (19.01%) PowerShell
14 50 (19.01%) Ruby
14 50 (19.01%) MySQL
15 49 (18.63%) Microsoft
15 49 (18.63%) Bash Shell
15 49 (18.63%) Redis
15 49 (18.63%) Terraform
15 49 (18.63%) Cosmos DB

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 10 (3.80%) Apache Spark
2 8 (3.04%) Apache
3 5 (1.90%) Apache Synapse
4 4 (1.52%) CMS
4 4 (1.52%) Elasticsearch
5 3 (1.14%) Drupal
5 3 (1.14%) SAS
6 2 (0.76%) Confluence
7 1 (0.38%) Jupyter
7 1 (0.38%) WordPress
Applications
1 11 (4.18%) Microsoft Excel
2 6 (2.28%) Photoshop
3 4 (1.52%) Adobe Illustrator
4 3 (1.14%) Microsoft PowerPoint
4 3 (1.14%) MS Visio
5 2 (0.76%) Microsoft Office
6 1 (0.38%) InDesign
6 1 (0.38%) Microsoft Project
6 1 (0.38%) SPSS
Business Applications
1 5 (1.90%) Magento
Cloud Services
1 135 (51.33%) Azure
2 51 (19.39%) AWS
3 48 (18.25%) Datadog
3 48 (18.25%) Power Platform
3 48 (18.25%) Pulumi
4 25 (9.51%) Azure Data Factory
5 16 (6.08%) Google Analytics
6 12 (4.56%) Azure Machine Learning
6 12 (4.56%) GCP
7 9 (3.42%) SaaS
8 6 (2.28%) Serverless
9 5 (1.90%) Azure Functions
10 4 (1.52%) Adobe Analytics
11 3 (1.14%) IaaS
11 3 (1.14%) PaaS
12 2 (0.76%) Firebase
12 2 (0.76%) Google Data Studio
12 2 (0.76%) MailChimp
13 1 (0.38%) Azure Stack
13 1 (0.38%) Power Automate
Communications & Networking
1 2 (0.76%) SMS
2 1 (0.38%) Bluetooth
2 1 (0.38%) Broadband
2 1 (0.38%) HTTP
2 1 (0.38%) Kerberos
2 1 (0.38%) RFID
Database & Business Intelligence
1 63 (23.95%) Data Warehouse
2 55 (20.91%) Azure SQL Database
2 55 (20.91%) PostgreSQL
3 51 (19.39%) MongoDB
4 50 (19.01%) MySQL
5 49 (18.63%) Cosmos DB
5 49 (18.63%) Redis
6 48 (18.25%) MariaDB
6 48 (18.25%) Power BI
7 42 (15.97%) SQL Server Integration Services
8 30 (11.41%) SQL Server
9 29 (11.03%) SQL Server Analysis Services
10 27 (10.27%) Data Lake
11 25 (9.51%) Big Data
12 24 (9.13%) SQL Server Reporting Services
13 19 (7.22%) Tableau
14 17 (6.46%) Enterprise Data Warehouse
15 10 (3.80%) Delta Lake
15 10 (3.80%) Relational Database
16 7 (2.66%) Azure SQL Data Warehouse
Development Applications
1 50 (19.01%) Jenkins
2 48 (18.25%) Team Foundation Server
3 4 (1.52%) JIRA
4 3 (1.14%) Axure RP
5 2 (0.76%) Git (software)
5 2 (0.76%) Jasmine
6 1 (0.38%) Cucumber
6 1 (0.38%) JUnit
6 1 (0.38%) NUnit
6 1 (0.38%) RStudio
6 1 (0.38%) Visual Studio
6 1 (0.38%) Visual Studio Team System
General
1 46 (17.49%) Finance
2 28 (10.65%) Marketing
3 13 (4.94%) Retail
4 9 (3.42%) Law
5 6 (2.28%) Advertising
6 5 (1.90%) Public Sector
7 2 (0.76%) Games
7 2 (0.76%) Pharmaceutical
8 1 (0.38%) Czech Language
8 1 (0.38%) Housing Association
8 1 (0.38%) Italian Language
8 1 (0.38%) Local Government
8 1 (0.38%) Publishing
Job Titles
1 63 (23.95%) Azure Engineer
2 48 (18.25%) Azure DevOps
2 48 (18.25%) Azure DevOps Engineer
2 48 (18.25%) DevOps Engineer
3 40 (15.21%) Analyst
4 34 (12.93%) Data Engineer
5 30 (11.41%) Developer
6 25 (9.51%) Architect
7 21 (7.98%) Azure Architect
7 21 (7.98%) Data Architect
8 17 (6.46%) Business Intelligence Developer
9 16 (6.08%) AWS Architect
9 16 (6.08%) Data Analyst
10 14 (5.32%) Business Analyst
11 9 (3.42%) Business Intelligence Analyst
11 9 (3.42%) Data Scientist
12 7 (2.66%) Power BI Developer
13 6 (2.28%) Governance Manager
13 6 (2.28%) Senior Analyst
13 6 (2.28%) Senior Manager
Libraries, Frameworks & Software Standards
1 11 (4.18%) HTML
2 7 (2.66%) CSS
3 6 (2.28%) JSON
3 6 (2.28%) PySpark
3 6 (2.28%) React
4 5 (1.90%) Node.js
5 4 (1.52%) Pandas
6 3 (1.14%) .NET
6 3 (1.14%) AngularJS
6 3 (1.14%) COM
6 3 (1.14%) D3.js
6 3 (1.14%) HTML5
6 3 (1.14%) RESTful
6 3 (1.14%) XML
7 2 (0.76%) GraphQL
7 2 (0.76%) jQuery
7 2 (0.76%) Kafka
7 2 (0.76%) Spring
7 2 (0.76%) Swagger
8 1 (0.38%) Seaborn
Miscellaneous
1 53 (20.15%) Analytical Skills
2 48 (18.25%) Linux Command Line
3 17 (6.46%) User Experience
4 7 (2.66%) Social Media
5 6 (2.28%) NHS
6 5 (1.90%) Photography
7 4 (1.52%) Data Structures
8 3 (1.14%) Reference Data
9 2 (0.76%) Greenfield Project
9 2 (0.76%) Marketing Technology
9 2 (0.76%) Private Cloud
10 1 (0.38%) Algorithms
10 1 (0.38%) Analytical Mindset
10 1 (0.38%) Cloud Native
10 1 (0.38%) Distributed Denial-of-Service
10 1 (0.38%) Driving Licence
10 1 (0.38%) Mobile App
10 1 (0.38%) Mobile Payment
10 1 (0.38%) Reinsurance
10 1 (0.38%) Self-Motivation
Operating Systems
1 6 (2.28%) Linux
1 6 (2.28%) Windows
2 2 (0.76%) Apple iOS
2 2 (0.76%) VMS
2 2 (0.76%) Windows Server
3 1 (0.38%) Android
3 1 (0.38%) Red Hat Enterprise Linux
3 1 (0.38%) Unix
Processes & Methodologies
1 141 (53.61%) Agile Software Development
2 100 (38.02%) Business Intelligence
3 72 (27.38%) Problem-Solving
4 57 (21.67%) DevOps
5 53 (20.15%) Data Analytics
6 52 (19.77%) Configuration Management
7 48 (18.25%) Infrastructure as Code
7 48 (18.25%) Web Application Development
8 44 (16.73%) ETL
9 33 (12.55%) Data Architecture
10 32 (12.17%) Data Modelling
10 32 (12.17%) Data Science
11 31 (11.79%) Visualisation
12 28 (10.65%) Machine Learning
13 25 (9.51%) Coaching
13 25 (9.51%) Data Engineering
13 25 (9.51%) TDD
14 24 (9.13%) Data Analysis
15 22 (8.37%) Data Governance
15 22 (8.37%) Migration
Programming Languages
1 135 (51.33%) SQL
2 94 (35.74%) Python
3 62 (23.57%) JavaScript
4 59 (22.43%) C#
5 55 (20.91%) Java
6 50 (19.01%) PowerShell
6 50 (19.01%) Ruby
6 50 (19.01%) TypeScript
7 49 (18.63%) Bash Shell
8 48 (18.25%) Go
8 48 (18.25%) Groovy
8 48 (18.25%) PHP
9 23 (8.75%) R
10 18 (6.84%) T-SQL
11 8 (3.04%) Scala
12 7 (2.66%) PL/SQL
13 5 (1.90%) Data Analysis Expressions (DAX)
14 4 (1.52%) C
14 4 (1.52%) C++
15 2 (0.76%) COBOL
Qualifications
1 8 (3.04%) Degree
2 3 (1.14%) CCNA
2 3 (1.14%) CCNP
2 3 (1.14%) Cisco Certification
3 2 (0.76%) Numerate Degree
4 1 (0.38%) CIMA
4 1 (0.38%) PhD
4 1 (0.38%) PMI Certification
4 1 (0.38%) Postgraduate
4 1 (0.38%) Security Cleared
Quality Assurance & Compliance
1 21 (7.98%) Data Quality
2 9 (3.42%) QA
3 2 (0.76%) GDPR
4 1 (0.38%) Actionable Recommendations
4 1 (0.38%) CDISC
4 1 (0.38%) ISO/IEC 27001
4 1 (0.38%) PMO
System Software
1 55 (20.91%) Docker
2 2 (0.76%) Virtual Machines
3 1 (0.38%) Firmware
3 1 (0.38%) HDFS
Systems Management
1 53 (20.15%) Kubernetes
2 49 (18.63%) Terraform
3 48 (18.25%) Ansible
3 48 (18.25%) Grafana
3 48 (18.25%) Opscode Chef
3 48 (18.25%) Prometheus
3 48 (18.25%) Puppet
4 1 (0.38%) Hadoop YARN
Vendors
1 49 (18.63%) Microsoft
2 48 (18.25%) New Relic
2 48 (18.25%) SaltStack
3 28 (10.65%) Databricks
4 20 (7.60%) Google
5 11 (4.18%) Adobe
6 7 (2.66%) Instagram
6 7 (2.66%) Oracle
7 6 (2.28%) Alteryx
7 6 (2.28%) Facebook
8 5 (1.90%) Informatica
8 5 (1.90%) OneTrust
9 4 (1.52%) Apple
10 3 (1.14%) Cisco
10 3 (1.14%) SAP
11 1 (0.38%) Sage
11 1 (0.38%) Screaming Frog
11 1 (0.38%) Talend
11 1 (0.38%) Twitter
11 1 (0.38%) YouTube