Period
to 16 July 2018

The following table provides summary statistics for permanent job vacancies advertised in West 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 16 July 2018 with a comparison to the same period in the previous 2 years.

Analytics
Yorkshire > West Yorkshire
6 months to
16 Jul 2018
Same period 2017 Same period 2016
Rank 73 72 80
Rank change year-on-year -1 +8 +27
Permanent jobs citing Analytics 234 276 296
As % of all permanent IT jobs advertised in West Yorkshire 3.55% 3.86% 3.56%
As % of the Processes & Methodologies category 3.81% 4.16% 3.88%
Number of salaries quoted 169 225 213
West Yorkshire median annual salary £45,000 £50,000 £40,000
Median salary % change year-on-year -10.00% +25.00% -3.03%
10th Percentile £28,750 £28,750 £26,250
90th Percentile £67,500 £72,500 £77,500
Yorkshire median annual salary £45,000 £45,000 £40,000
% change year-on-year - +12.50% +14.29%

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 West Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
West Yorkshire
Permanent vacancies with a requirement for process or methodology skills 6,143 6,642 7,629
As % of all permanent IT jobs advertised in West Yorkshire 93.08% 92.78% 91.75%
Number of salaries quoted 5,192 5,709 6,334
West Yorkshire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £27,500 £26,250 £26,250
90th Percentile £63,500 £62,500 £62,500
Yorkshire median annual salary £43,000 £42,500 £40,000
% change year-on-year +1.18% +6.25% -

Analytics
Job Vacancy Trend in West Yorkshire

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

Job vacancy trend for Analytics in West Yorkshire

Analytics
Salary Trend in West Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytics in West Yorkshire.

Salary trend for Analytics in West Yorkshire

Analytics
Salary Histogram in West Yorkshire

The salary distribution of IT jobs citing Analytics in West Yorkshire over the 6 months to 16 July 2018.

Salary histogram for Analytics in West Yorkshire

Analytics
Job Locations in West Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytics within the West Yorkshire region over the 6 months to 16 July 2018. 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
Leeds -4 186 £45,000 -10.00% 31
Bradford +6 22 £42,000 +16.67% 1
Halifax +7 7 £50,000 -28.57% 1
Wakefield -8 4 £39,000 - 1
Ilkley - 3 £37,500 -
Huddersfield - 2 £37,500 -
Analytics
Yorkshire

For the 6 months to 16 July 2018, 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 West Yorkshire region with a requirement for Analytics.

1 83 (35.47%) SQL
2 79 (33.76%) Data Analytics
3 65 (27.78%) Agile Software Development
4 63 (26.92%) Business Intelligence
5 51 (21.79%) Microsoft
6 48 (20.51%) Analytical Skills
7 43 (18.38%) Finance
8 41 (17.52%) Degree
9 40 (17.09%) SQL Server
10 38 (16.24%) ETL
11 36 (15.38%) Problem-Solving
12 35 (14.96%) Big Data
12 35 (14.96%) Microsoft Azure
12 35 (14.96%) R
13 34 (14.53%) User Experience
14 33 (14.10%) Microsoft Excel
14 33 (14.10%) Data Warehouse
14 33 (14.10%) Google
14 33 (14.10%) Visualisation
15 30 (12.82%) HTML
16 29 (12.39%) SQL Server Integration Services
17 28 (11.97%) SQL Server Reporting Services
17 28 (11.97%) SAS
17 28 (11.97%) Data Modelling
17 28 (11.97%) Data Science
18 26 (11.11%) Data Visualisation
19 25 (10.68%) Statistics
20 24 (10.26%) Java
20 24 (10.26%) JavaScript
20 24 (10.26%) Wireframes

Analytics
Co-occurring IT Skills in West 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 28 (11.97%) SAS
2 11 (4.70%) Apache Spark
3 7 (2.99%) Apache
4 5 (2.14%) SharePoint
5 4 (1.71%) Oracle Workflow
6 3 (1.28%) WebSphere
7 2 (0.85%) Apache Pig
8 1 (0.43%) Confluence
8 1 (0.43%) Marvel
8 1 (0.43%) Tomcat
8 1 (0.43%) WildFly
8 1 (0.43%) WordPress
Applications
1 33 (14.10%) Microsoft Excel
2 17 (7.26%) Microsoft Office
3 15 (6.41%) Photoshop
4 11 (4.70%) Microsoft PowerPoint
5 9 (3.85%) Adobe Illustrator
6 7 (2.99%) SPSS
7 6 (2.56%) InVision
8 4 (1.71%) MS Visio
9 3 (1.28%) GIMP
9 3 (1.28%) UXPin
10 2 (0.85%) EViews
11 1 (0.43%) Adobe Creative Suite
11 1 (0.43%) Spreadsheet
11 1 (0.43%) Weka
Business Applications
1 5 (2.14%) Dynamics AX
2 3 (1.28%) Dynamics CRM
Cloud Services
1 35 (14.96%) Microsoft Azure
2 20 (8.55%) Google Analytics
3 18 (7.69%) Amazon AWS
4 9 (3.85%) Adobe Creative Cloud
4 9 (3.85%) Google Cloud Platform
5 7 (2.99%) Google Tag Manager
6 6 (2.56%) PaaS
7 4 (1.71%) Adobe Analytics
7 4 (1.71%) AdWords
7 4 (1.71%) Dynamics 365
7 4 (1.71%) Office 365
7 4 (1.71%) SaaS
8 3 (1.28%) Azure Data Factory
8 3 (1.28%) IaaS
8 3 (1.28%) npm
9 2 (0.85%) Amazon EMR
9 2 (0.85%) Amazon S3
9 2 (0.85%) Serverless
10 1 (0.43%) Amazon EC2
10 1 (0.43%) AWS Lambda
Communications & Networking
1 11 (4.70%) DNS
1 11 (4.70%) Symposium
2 2 (0.85%) NetScaler
2 2 (0.85%) VPN
3 1 (0.43%) DSL
3 1 (0.43%) Kerberos
3 1 (0.43%) SMS
Database & Business Intelligence
1 40 (17.09%) SQL Server
2 35 (14.96%) Big Data
3 33 (14.10%) Data Warehouse
4 29 (12.39%) SQL Server Integration Services
5 28 (11.97%) SQL Server Reporting Services
6 23 (9.83%) Hadoop
7 21 (8.97%) Data Lake
8 19 (8.12%) Power BI
8 19 (8.12%) SQL Server Analysis Services
9 16 (6.84%) Base SAS
9 16 (6.84%) QlikView
10 15 (6.41%) Azure SQL Database
11 12 (5.13%) Apache Hive
12 8 (3.42%) SQL Server 2008
12 8 (3.42%) SQL Server 2016
13 7 (2.99%) Relational Database
13 7 (2.99%) SQL Server 2000
13 7 (2.99%) SQL Server 2005
13 7 (2.99%) SQL Server 2014
13 7 (2.99%) Sqoop
Development Applications
1 11 (4.70%) Visual Studio Team System
2 7 (2.99%) Git (software)
3 6 (2.56%) Axure RP
3 6 (2.56%) JIRA
3 6 (2.56%) Team Foundation Server
3 6 (2.56%) Visual Studio
4 3 (1.28%) Balsamiq Mockups
4 3 (1.28%) gulp
4 3 (1.28%) Octopus Deploy
4 3 (1.28%) Subversion
5 2 (0.85%) MSBuild
6 1 (0.43%) Jenkins
6 1 (0.43%) Visual Website Optimizer
General
1 43 (18.38%) Finance
2 19 (8.12%) Marketing
3 17 (7.26%) Retail
4 11 (4.70%) Pharmaceutical
5 5 (2.14%) Banking
6 4 (1.71%) Billing
6 4 (1.71%) Legal
6 4 (1.71%) Telecoms
7 3 (1.28%) Multimedia
8 2 (0.85%) Retail Banking
9 1 (0.43%) Games
9 1 (0.43%) Law
9 1 (0.43%) Publishing
Job Titles
1 62 (26.50%) Analyst
2 45 (19.23%) Developer
3 34 (14.53%) Architect
4 25 (10.68%) Senior Analyst
5 19 (8.12%) Data Architect
5 19 (8.12%) Designer
6 12 (5.13%) Business Analyst
7 11 (4.70%) Business Intelligence Developer
7 11 (4.70%) Senior Statistical Analyst
7 11 (4.70%) Statistical Analyst
8 10 (4.27%) Consultant
8 10 (4.27%) Insight Analyst
9 9 (3.85%) Creative Designer
9 9 (3.85%) Data Analyst
9 9 (3.85%) Digital Designer
9 9 (3.85%) Platform Engineer
9 9 (3.85%) UX Designer
10 8 (3.42%) Business Intelligence Manager
10 8 (3.42%) ETL Developer
10 8 (3.42%) Python Developer
Libraries, Frameworks & Software Standards
1 30 (12.82%) HTML
2 20 (8.55%) CSS
3 13 (5.56%) XML
4 10 (4.27%) .NET
4 10 (4.27%) JSON
5 8 (3.42%) REST
6 7 (2.99%) AngularJS
6 7 (2.99%) Kafka
7 6 (2.56%) Node.js
7 6 (2.56%) SOAP
7 6 (2.56%) Web Services
7 6 (2.56%) XSD
8 4 (1.71%) EJB
8 4 (1.71%) jQuery
8 4 (1.71%) RESTful
8 4 (1.71%) Spring
8 4 (1.71%) Struts
9 3 (1.28%) CSS3
9 3 (1.28%) HTML5
9 3 (1.28%) Twitter Bootstrap
Miscellaneous
1 48 (20.51%) Analytical Skills
2 34 (14.53%) User Experience
3 14 (5.98%) Self-Motivation
4 12 (5.13%) Tandem
5 11 (4.70%) Biotechnology
6 10 (4.27%) Social Media
7 8 (3.42%) Replication
8 7 (2.99%) Management Information System
9 6 (2.56%) Cloud Native
9 6 (2.56%) Credit Risk
9 6 (2.56%) Taxonomies
10 5 (2.14%) Computer Science
10 5 (2.14%) Mobile App
10 5 (2.14%) Public Cloud
11 4 (1.71%) Enterprise Software
11 4 (1.71%) Video Conferencing
12 2 (0.85%) Data Structures
12 2 (0.85%) e-Learning
12 2 (0.85%) PMI
13 1 (0.43%) NHS
Operating Systems
1 16 (6.84%) Linux
2 14 (5.98%) Red Hat Enterprise Linux
3 8 (3.42%) Windows
4 3 (1.28%) Windows 10
5 2 (0.85%) Android
5 2 (0.85%) Apple iOS
5 2 (0.85%) Windows 7
5 2 (0.85%) Windows Server 2008
5 2 (0.85%) Windows Server 2012
6 1 (0.43%) CentOS
6 1 (0.43%) Ubuntu
Processes & Methodologies
1 79 (33.76%) Data Analytics
2 65 (27.78%) Agile Software Development
3 63 (26.92%) Business Intelligence
4 38 (16.24%) ETL
5 36 (15.38%) Problem-Solving
6 33 (14.10%) Visualisation
7 28 (11.97%) Data Modelling
7 28 (11.97%) Data Science
8 26 (11.11%) Data Visualisation
9 25 (10.68%) Statistics
10 24 (10.26%) Wireframes
11 22 (9.40%) Mentoring
11 22 (9.40%) Predictive Modelling
11 22 (9.40%) Stakeholder Management
12 21 (8.97%) Data Integration
12 21 (8.97%) E-Commerce
12 21 (8.97%) Scrum
13 19 (8.12%) DevOps
14 18 (7.69%) Data Management
14 18 (7.69%) Project Management
Programming Languages
1 83 (35.47%) SQL
2 35 (14.96%) R
3 24 (10.26%) Java
3 24 (10.26%) JavaScript
4 23 (9.83%) Python
5 21 (8.97%) T-SQL
6 17 (7.26%) PowerShell
7 14 (5.98%) C
7 14 (5.98%) MATLAB
8 7 (2.99%) Scala
9 6 (2.56%) C++
10 5 (2.14%) Shell Script
10 5 (2.14%) VBA
11 3 (1.28%) C#
11 3 (1.28%) Data Analysis Expressions (DAX)
11 3 (1.28%) PHP
12 2 (0.85%) VB
Qualifications
1 41 (17.52%) Degree
2 7 (2.99%) AWS Certification
3 6 (2.56%) PMI Certification
4 5 (2.14%) Numerate Degree
5 4 (1.71%) ITIL Certification
5 4 (1.71%) PMP
6 2 (0.85%) CCA
6 2 (0.85%) CCAA
6 2 (0.85%) CCEA
6 2 (0.85%) Citrix Certification
6 2 (0.85%) Computer Science Degree
6 2 (0.85%) Master's Degree
6 2 (0.85%) PhD
6 2 (0.85%) Postgraduate
7 1 (0.43%) CESG Certified Professional
7 1 (0.43%) CISSP
7 1 (0.43%) ITIL Foundation Certificate
7 1 (0.43%) MCSE
7 1 (0.43%) SC Cleared
7 1 (0.43%) Security Cleared
Quality Assurance & Compliance
1 16 (6.84%) Data Quality
2 8 (3.42%) SLA
3 6 (2.56%) ISO/IEC 27001
4 5 (2.14%) GDPR
5 4 (1.71%) Cyber Essentials
5 4 (1.71%) GCP
6 3 (1.28%) QA
7 2 (0.85%) Actionable Recommendations
7 2 (0.85%) PMO
8 1 (0.43%) COBIT
8 1 (0.43%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
8 1 (0.43%) Sarbanes-Oxley
System Software
1 8 (3.42%) HDFS
2 6 (2.56%) Apache Flume
3 5 (2.14%) Active Directory
4 2 (0.85%) Virtual Machines
4 2 (0.85%) VMware Infrastructure
4 2 (0.85%) XenApp
Systems Management
1 8 (3.42%) Oozie
2 4 (1.71%) Puppet
3 3 (1.28%) Opscode Chef
3 3 (1.28%) SCCM
4 2 (0.85%) EdgeSight
5 1 (0.43%) Ansible
5 1 (0.43%) Microsoft Intune
5 1 (0.43%) Xymon
5 1 (0.43%) ZABBIX
Vendors
1 51 (21.79%) Microsoft
2 33 (14.10%) Google
3 18 (7.69%) Adobe
4 15 (6.41%) Red Hat
4 15 (6.41%) Tableau
5 10 (4.27%) SAP
6 7 (2.99%) Atlassian
6 7 (2.99%) Oracle
6 7 (2.99%) Twitter
7 6 (2.56%) Capita
7 6 (2.56%) IBM
8 4 (1.71%) Apple
9 3 (1.28%) Nintex
9 3 (1.28%) Screaming Frog
9 3 (1.28%) Xamarin
10 2 (0.85%) Alteryx
10 2 (0.85%) Citrix
10 2 (0.85%) Monetate
10 2 (0.85%) VMware
11 1 (0.43%) ATG