Period
to 19 July 2018

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 19 July 2018 with a comparison to the same period in the previous 2 years.

Analytics
England > Yorkshire
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 81 72 92
Rank change year-on-year -9 +20 +20
Permanent jobs citing Analytics 334 411 362
As % of all permanent IT jobs advertised in Yorkshire 3.48% 3.85% 3.02%
As % of the Processes & Methodologies category 3.76% 4.17% 3.35%
Number of salaries quoted 255 343 262
Yorkshire median annual salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50% +14.29%
10th Percentile £27,500 £27,500 £25,750
90th Percentile £65,000 £72,500 £76,250
England median annual salary £55,000 £55,000 £55,000

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 8,879 9,855 10,799
As % of all permanent IT jobs advertised in Yorkshire 92.55% 92.24% 90.13%
Number of salaries quoted 7,458 8,393 8,962
Yorkshire median annual salary £43,786 £42,500 £40,000
Median salary % change year-on-year +3.02% +6.25% -
10th Percentile £26,250 £26,250 £25,875
90th Percentile £62,500 £61,250 £61,250
England median annual salary £50,000 £50,000 £50,000

Analytics
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Analytics in Yorkshire

Analytics
Salary Trend in Yorkshire

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

Salary trend for Analytics in Yorkshire

Analytics
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Analytics in Yorkshire over the 6 months to 19 July 2018.

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 19 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
West Yorkshire -3 233 £45,000 -10.00% 35
South Yorkshire +37 84 £45,000 +9.76% 9
North Yorkshire -36 15 £43,000 -4.44% 7
Analytics
England

For the 6 months to 19 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 Yorkshire region with a requirement for Analytics.

1 116 (34.73%) SQL
2 104 (31.14%) Business Intelligence
3 91 (27.25%) Data Analytics
4 77 (23.05%) Analytical Skills
5 75 (22.46%) Agile Software Development
6 68 (20.36%) Finance
7 65 (19.46%) Microsoft
8 61 (18.26%) Degree
9 57 (17.07%) ETL
10 56 (16.77%) SQL Server
11 51 (15.27%) Microsoft Excel
12 50 (14.97%) Big Data
13 48 (14.37%) Visualisation
13 48 (14.37%) Problem-Solving
14 47 (14.07%) Google
15 46 (13.77%) Data Warehouse
16 45 (13.47%) SAS
16 45 (13.47%) R
17 44 (13.17%) Data Science
18 43 (12.87%) QlikView
19 42 (12.57%) Microsoft Azure
19 42 (12.57%) Stakeholder Management
20 41 (12.28%) Data Visualisation
21 40 (11.98%) SQL Server Integration Services
21 40 (11.98%) Marketing
21 40 (11.98%) SQL Server Reporting Services
22 39 (11.68%) User Experience
23 36 (10.78%) HTML
24 35 (10.48%) JavaScript
25 34 (10.18%) Python

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 45 (13.47%) SAS
2 22 (6.59%) Apache Spark
3 11 (3.29%) Apache
4 7 (2.10%) SharePoint
5 4 (1.20%) Oracle Workflow
5 4 (1.20%) Tomcat
6 3 (0.90%) Apache Pig
6 3 (0.90%) WebSphere
7 1 (0.30%) Confluence
7 1 (0.30%) Marvel
7 1 (0.30%) WildFly
7 1 (0.30%) WordPress
Applications
1 51 (15.27%) Microsoft Excel
2 29 (8.68%) Microsoft Office
3 16 (4.79%) Photoshop
4 13 (3.89%) Microsoft PowerPoint
5 12 (3.59%) SPSS
6 9 (2.69%) Adobe Illustrator
7 6 (1.80%) InVision
8 4 (1.20%) GIMP
8 4 (1.20%) MS Visio
9 3 (0.90%) Spreadsheet
9 3 (0.90%) UXPin
9 3 (0.90%) Weka
10 2 (0.60%) EViews
11 1 (0.30%) Adobe Creative Suite
Business Applications
1 6 (1.80%) Dynamics AX
2 4 (1.20%) Epicor Tropos
2 4 (1.20%) NetSuite
3 3 (0.90%) Dynamics CRM
4 1 (0.30%) Infor LN
Cloud Services
1 42 (12.57%) Microsoft Azure
2 33 (9.88%) Google Analytics
3 23 (6.89%) Amazon AWS
4 10 (2.99%) AdWords
5 9 (2.69%) Adobe Creative Cloud
5 9 (2.69%) Google Cloud Platform
6 7 (2.10%) Google Tag Manager
6 7 (2.10%) PaaS
7 6 (1.80%) Office 365
8 5 (1.50%) Azure Data Factory
8 5 (1.50%) Dynamics 365
9 4 (1.20%) Adobe Analytics
9 4 (1.20%) Amazon EC2
9 4 (1.20%) IaaS
9 4 (1.20%) npm
9 4 (1.20%) SaaS
10 3 (0.90%) Virtual Private Cloud
11 2 (0.60%) Amazon EMR
11 2 (0.60%) Amazon S3
12 1 (0.30%) Akamai
Communications & Networking
1 14 (4.19%) DNS
2 13 (3.89%) Symposium
3 3 (0.90%) HTTP
3 3 (0.90%) SMTP
4 2 (0.60%) Firewall
4 2 (0.60%) NetScaler
4 2 (0.60%) VPN
5 1 (0.30%) DSL
5 1 (0.30%) Internet
5 1 (0.30%) Kerberos
5 1 (0.30%) SMS
Database & Business Intelligence
1 56 (16.77%) SQL Server
2 50 (14.97%) Big Data
3 46 (13.77%) Data Warehouse
4 43 (12.87%) QlikView
5 40 (11.98%) SQL Server Integration Services
5 40 (11.98%) SQL Server Reporting Services
6 31 (9.28%) Power BI
6 31 (9.28%) SQL Server Analysis Services
7 30 (8.98%) Hadoop
8 24 (7.19%) Data Lake
9 19 (5.69%) Base SAS
10 16 (4.79%) Azure SQL Database
11 14 (4.19%) Apache Cassandra
12 13 (3.89%) Apache Hive
13 12 (3.59%) MongoDB
14 10 (2.99%) OLAP
15 9 (2.69%) Relational Database
16 8 (2.40%) MySQL
17 7 (2.10%) Sqoop
18 6 (1.80%) Oracle ODI
Development Applications
1 13 (3.89%) Visual Studio Team System
2 10 (2.99%) Git (software)
3 9 (2.69%) JIRA
4 7 (2.10%) Visual Studio
5 6 (1.80%) Axure RP
6 5 (1.50%) Team Foundation Server
7 4 (1.20%) gulp
8 3 (0.90%) Balsamiq Mockups
8 3 (0.90%) Octopus Deploy
8 3 (0.90%) Subversion
9 2 (0.60%) Jenkins
9 2 (0.60%) MSBuild
9 2 (0.60%) SonarQube
10 1 (0.30%) Atlassian Bamboo
10 1 (0.30%) Grunt
10 1 (0.30%) TeamCity
10 1 (0.30%) Toad
10 1 (0.30%) Visual Website Optimizer
General
1 68 (20.36%) Finance
2 40 (11.98%) Marketing
3 25 (7.49%) Banking
4 23 (6.89%) Retail
5 13 (3.89%) Pharmaceutical
6 7 (2.10%) Law
6 7 (2.10%) Military
7 4 (1.20%) Billing
7 4 (1.20%) Telecoms
8 3 (0.90%) Games
8 3 (0.90%) Legal
8 3 (0.90%) Manufacturing
8 3 (0.90%) Multimedia
9 2 (0.60%) Investment Banking
9 2 (0.60%) Retail Banking
10 1 (0.30%) Advertising
10 1 (0.30%) Publishing
Job Titles
1 83 (24.85%) Analyst
2 59 (17.66%) Developer
3 49 (14.67%) Architect
4 27 (8.08%) Senior Analyst
5 22 (6.59%) Designer
6 19 (5.69%) Data Architect
7 17 (5.09%) Analytics Manager
7 17 (5.09%) Business Intelligence Architect
8 16 (4.79%) Consultant
9 15 (4.49%) Business Intelligence Developer
10 14 (4.19%) Business Architect
11 13 (3.89%) Business Analyst
11 13 (3.89%) Senior Statistical Analyst
11 13 (3.89%) Statistical Analyst
12 12 (3.59%) Data Analyst
12 12 (3.59%) Senior Developer
13 11 (3.29%) Insight Analyst
14 9 (2.69%) Creative Designer
14 9 (2.69%) Digital Designer
14 9 (2.69%) UX Designer
Libraries, Frameworks & Software Standards
1 36 (10.78%) HTML
2 25 (7.49%) CSS
3 21 (6.29%) Kafka
4 14 (4.19%) .NET
5 13 (3.89%) XML
6 12 (3.59%) AngularJS
7 10 (2.99%) JSON
8 9 (2.69%) Node.js
8 9 (2.69%) Web Services
9 8 (2.40%) REST
10 7 (2.10%) jQuery
11 6 (1.80%) React
11 6 (1.80%) Sass
11 6 (1.80%) SOAP
11 6 (1.80%) XSD
12 4 (1.20%) CSS3
12 4 (1.20%) EJB
12 4 (1.20%) LESS
12 4 (1.20%) Struts
12 4 (1.20%) Twitter Bootstrap
Miscellaneous
1 77 (23.05%) Analytical Skills
2 39 (11.68%) User Experience
3 15 (4.49%) Self-Motivation
3 15 (4.49%) Social Media
4 13 (3.89%) Biotechnology
5 12 (3.59%) Tandem
6 10 (2.99%) Computer Science
7 8 (2.40%) Management Information System
7 8 (2.40%) Replication
8 6 (1.80%) Cloud Native
8 6 (1.80%) Mobile App
8 6 (1.80%) Taxonomies
9 5 (1.50%) Credit Risk
9 5 (1.50%) Public Cloud
10 4 (1.20%) Client/Server
10 4 (1.20%) Enterprise Software
10 4 (1.20%) Fintech
10 4 (1.20%) Video Conferencing
11 3 (0.90%) Learning Management System
12 2 (0.60%) Digital Media
Operating Systems
1 22 (6.59%) Linux
2 14 (4.19%) Red Hat Enterprise Linux
3 13 (3.89%) Windows
4 4 (1.20%) Android
4 4 (1.20%) Apple iOS
5 3 (0.90%) Unix
5 3 (0.90%) Windows 10
5 3 (0.90%) Windows Server
6 2 (0.60%) Windows 7
6 2 (0.60%) Windows Server 2008
6 2 (0.60%) Windows Server 2012
7 1 (0.30%) CentOS
7 1 (0.30%) Ubuntu
Processes & Methodologies
1 104 (31.14%) Business Intelligence
2 91 (27.25%) Data Analytics
3 75 (22.46%) Agile Software Development
4 57 (17.07%) ETL
5 48 (14.37%) Problem-Solving
5 48 (14.37%) Visualisation
6 44 (13.17%) Data Science
7 42 (12.57%) Stakeholder Management
8 41 (12.28%) Data Visualisation
9 34 (10.18%) Statistics
10 33 (9.88%) Data Modelling
11 28 (8.38%) Coaching
12 27 (8.08%) Data Analysis
12 27 (8.08%) Mentoring
12 27 (8.08%) Predictive Modelling
13 25 (7.49%) Data Integration
13 25 (7.49%) E-Commerce
13 25 (7.49%) Wireframes
14 23 (6.89%) Data Management
14 23 (6.89%) DevOps
Programming Languages
1 116 (34.73%) SQL
2 45 (13.47%) R
3 35 (10.48%) JavaScript
4 34 (10.18%) Python
5 28 (8.38%) Java
6 25 (7.49%) T-SQL
7 17 (5.09%) MATLAB
7 17 (5.09%) PowerShell
8 16 (4.79%) C
9 12 (3.59%) C#
10 10 (2.99%) C++
11 9 (2.69%) VBA
12 8 (2.40%) Scala
13 6 (1.80%) PHP
14 5 (1.50%) Shell Script
14 5 (1.50%) VB
15 4 (1.20%) PL/SQL
16 3 (0.90%) Data Analysis Expressions (DAX)
17 2 (0.60%) VB.NET
17 2 (0.60%) VBScript
Qualifications
1 61 (18.26%) Degree
2 7 (2.10%) AWS Certification
2 7 (2.10%) Computer Science Degree
3 6 (1.80%) PMI Certification
4 5 (1.50%) CISSP
4 5 (1.50%) Numerate Degree
5 4 (1.20%) CEH
5 4 (1.20%) ITIL Certification
5 4 (1.20%) Master's Degree
5 4 (1.20%) PMP
6 3 (0.90%) MCSE
6 3 (0.90%) Microsoft Certification
7 2 (0.60%) CCA
7 2 (0.60%) CCAA
7 2 (0.60%) CCEA
7 2 (0.60%) Citrix Certification
7 2 (0.60%) PhD
7 2 (0.60%) Postgraduate
7 2 (0.60%) VMware Certified Professional (VCP)
8 1 (0.30%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 18 (5.39%) Data Quality
2 15 (4.49%) SLA
3 6 (1.80%) ISO/IEC 27001
4 5 (1.50%) GDPR
4 5 (1.50%) QA
5 4 (1.20%) Cyber Essentials
5 4 (1.20%) GCP
6 2 (0.60%) Actionable Recommendations
6 2 (0.60%) PMO
7 1 (0.30%) COBIT
7 1 (0.30%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
7 1 (0.30%) Sarbanes-Oxley
System Software
1 8 (2.40%) HDFS
2 6 (1.80%) Apache Flume
3 5 (1.50%) Active Directory
4 4 (1.20%) XenApp
5 2 (0.60%) Firmware
5 2 (0.60%) Virtual Machines
5 2 (0.60%) VMware Infrastructure
6 1 (0.30%) Docker
Systems Management
1 8 (2.40%) Oozie
2 6 (1.80%) Puppet
3 5 (1.50%) Opscode Chef
4 4 (1.20%) QRadar
5 3 (0.90%) Ansible
5 3 (0.90%) SCCM
5 3 (0.90%) Single Sign-On
6 2 (0.60%) EdgeSight
6 2 (0.60%) Mesos
7 1 (0.30%) Ambari
7 1 (0.30%) Docker Swarm
7 1 (0.30%) Microsoft Intune
7 1 (0.30%) Xymon
7 1 (0.30%) ZABBIX
Vendors
1 65 (19.46%) Microsoft
2 47 (14.07%) Google
3 26 (7.78%) Tableau
4 21 (6.29%) IBM
4 21 (6.29%) SAP
5 20 (5.99%) Oracle
6 18 (5.39%) Adobe
7 15 (4.49%) Red Hat
8 8 (2.40%) Cognos
9 7 (2.10%) Atlassian
9 7 (2.10%) Capita
9 7 (2.10%) Equitrac
9 7 (2.10%) Twitter
9 7 (2.10%) Xerox
10 4 (1.20%) IFS
10 4 (1.20%) Infor
10 4 (1.20%) LogRhythm
10 4 (1.20%) Splunk
10 4 (1.20%) VMware
10 4 (1.20%) Xamarin