Period
to 26 April 2019

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 26 April 2019 with a comparison to the same period in the previous 2 years.

Analytics
England > Yorkshire
6 months to
26 Apr 2019
Same period 2018 Same period 2017
Rank 65 77 86
Rank change year-on-year +12 +9 +23
Permanent jobs citing Analytics 322 355 344
As % of all permanent IT jobs advertised in Yorkshire 4.28% 3.46% 3.25%
As % of the Processes & Methodologies category 4.69% 3.74% 3.51%
Number of salaries quoted 288 276 322
Yorkshire median annual salary £45,000 £40,000 £42,500
Median salary % change year-on-year +12.50% -5.88% +6.25%
10th Percentile £28,925 £26,250 £30,000
90th Percentile £72,375 £60,000 £72,500
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +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 6,868 9,484 9,801
As % of all permanent IT jobs advertised in Yorkshire 91.39% 92.48% 92.48%
Number of salaries quoted 5,605 8,068 8,466
Yorkshire median annual salary £42,500 £42,500 £41,500
Median salary % change year-on-year - +2.41% +3.75%
10th Percentile £25,896 £26,250 £25,750
90th Percentile £63,750 £60,000 £60,000
England median annual salary £52,500 £50,000 £49,155
% change year-on-year +5.00% +1.72% +3.48%

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 26 April 2019.

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 26 April 2019. 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 +34 250 £45,000 +12.50% 29
South Yorkshire -18 48 £56,048 +31.88% 3
North Yorkshire -33 19 £45,000 -2.70% 5
East Yorkshire +13 5 £35,000 -22.22%
Analytics
England

For the 6 months to 26 April 2019, 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.

1 104 (32.30%) SQL
1 104 (32.30%) Agile Software Development
2 88 (27.33%) Business Intelligence
3 82 (25.47%) Data Analytics
4 72 (22.36%) Microsoft
5 59 (18.32%) Python
6 58 (18.01%) Google
7 55 (17.08%) Google Analytics
8 52 (16.15%) Finance
9 49 (15.22%) Power BI
10 46 (14.29%) Analytical Skills
10 46 (14.29%) Coaching
11 45 (13.98%) ETL
12 42 (13.04%) Big Data
13 41 (12.73%) SQL Server
14 40 (12.42%) Microsoft Azure
14 40 (12.42%) User Experience
15 37 (11.49%) Data Warehouse
16 34 (10.56%) HTML
16 34 (10.56%) Data Science
17 33 (10.25%) Marketing
18 32 (9.94%) SQL Server Integration Services
18 32 (9.94%) JavaScript
18 32 (9.94%) SQL Server Reporting Services
18 32 (9.94%) Mentoring
19 30 (9.32%) DevOps
19 30 (9.32%) Data Analysis
19 30 (9.32%) Data Integration
20 29 (9.01%) Amazon AWS
20 29 (9.01%) R

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 21 (6.52%) Apache Spark
2 15 (4.66%) WordPress
3 10 (3.11%) CMS
4 7 (2.17%) SAS
5 5 (1.55%) SharePoint
6 4 (1.24%) Confluence
7 2 (0.62%) Apache
8 1 (0.31%) Drupal
8 1 (0.31%) Elasticsearch
8 1 (0.31%) Jupyter
8 1 (0.31%) Kentico
8 1 (0.31%) MS Exchange
8 1 (0.31%) OpenStack
8 1 (0.31%) Umbraco
Applications
1 29 (9.01%) Microsoft Excel
2 9 (2.80%) Photoshop
3 8 (2.48%) Microsoft Office
4 6 (1.86%) Microsoft PowerPoint
5 4 (1.24%) Adobe Illustrator
6 2 (0.62%) Adobe Creative Suite
7 1 (0.31%) Final Cut Pro
7 1 (0.31%) Spreadsheet
Business Applications
1 12 (3.73%) Dynamics CRM
2 8 (2.48%) Magento
3 5 (1.55%) Dynamics AX
4 3 (0.93%) SAP HCM
4 3 (0.93%) Shopify
5 2 (0.62%) SAP S/4HANA
6 1 (0.31%) Cognos Business Intelligence
6 1 (0.31%) Cognos Controller
6 1 (0.31%) Cognos Planning
6 1 (0.31%) Cognos TM1
6 1 (0.31%) SAP GRC
6 1 (0.31%) SAP HR
6 1 (0.31%) SAP IBP
Cloud Services
1 55 (17.08%) Google Analytics
2 40 (12.42%) Microsoft Azure
3 29 (9.01%) Amazon AWS
4 17 (5.28%) AdWords
5 15 (4.66%) GitHub
6 10 (3.11%) Adobe Analytics
7 7 (2.17%) Dynamics 365
7 7 (2.17%) SaaS
8 4 (1.24%) Office 365
9 3 (0.93%) Cloud Computing
9 3 (0.93%) IaaS
9 3 (0.93%) PaaS
9 3 (0.93%) SuccessFactors
10 2 (0.62%) Amazon Kinesis
10 2 (0.62%) Amazon SageMaker
10 2 (0.62%) Google Tag Manager
10 2 (0.62%) npm
10 2 (0.62%) NuGet
11 1 (0.31%) Azure Data Factory
11 1 (0.31%) Force.com
Communications & Networking
1 4 (1.24%) Firewall
1 4 (1.24%) Internet
2 3 (0.93%) 3G
2 3 (0.93%) 4G
2 3 (0.93%) 802.11
2 3 (0.93%) BGP
2 3 (0.93%) Cisco ASA
2 3 (0.93%) Cisco Firepower
2 3 (0.93%) Cisco IOS
2 3 (0.93%) DHCP
2 3 (0.93%) DNS
2 3 (0.93%) IPsec
2 3 (0.93%) MPLS
2 3 (0.93%) NetScaler
2 3 (0.93%) NetScreen
2 3 (0.93%) NX-OS
2 3 (0.93%) OSPF
2 3 (0.93%) Remote Desktop
2 3 (0.93%) VPN
2 3 (0.93%) Wireless
Database & Business Intelligence
1 49 (15.22%) Power BI
2 42 (13.04%) Big Data
3 41 (12.73%) SQL Server
4 37 (11.49%) Data Warehouse
5 32 (9.94%) SQL Server Integration Services
5 32 (9.94%) SQL Server Reporting Services
6 25 (7.76%) MySQL
7 24 (7.45%) Hadoop
8 23 (7.14%) SQL Server Analysis Services
9 20 (6.21%) NoSQL
10 19 (5.90%) MongoDB
11 18 (5.59%) Apache Hive
12 15 (4.66%) Apache Cassandra
13 14 (4.35%) Data Lake
13 14 (4.35%) HBase
13 14 (4.35%) Spark SQL
13 14 (4.35%) Sqoop
14 12 (3.73%) PostgreSQL
15 11 (3.42%) Relational Database
16 10 (3.11%) OLAP
Development Applications
1 19 (5.90%) Git (software)
2 12 (3.73%) Jenkins
3 11 (3.42%) Subversion
4 10 (3.11%) JIRA
5 8 (2.48%) SpecFlow
6 6 (1.86%) Octopus Deploy
6 6 (1.86%) Selenium
7 5 (1.55%) Visual Studio
8 4 (1.24%) TeamCity
8 4 (1.24%) Toad
8 4 (1.24%) webpack
9 2 (0.62%) Gradle
9 2 (0.62%) Grunt
9 2 (0.62%) gulp
9 2 (0.62%) JMeter
9 2 (0.62%) Moq
9 2 (0.62%) NUnit
9 2 (0.62%) Team Foundation Server
9 2 (0.62%) Vagrant
10 1 (0.31%) Maven
General
1 52 (16.15%) Finance
2 33 (10.25%) Marketing
3 21 (6.52%) Retail
4 17 (5.28%) Legal
5 13 (4.04%) Telecoms
6 9 (2.80%) Billing
7 7 (2.17%) Banking
8 5 (1.55%) Retail Finance
9 3 (0.93%) Games
10 2 (0.62%) Advertising
10 2 (0.62%) Military
11 1 (0.31%) Aerospace
11 1 (0.31%) Back Office
11 1 (0.31%) Law
11 1 (0.31%) Local Government
11 1 (0.31%) Manufacturing
11 1 (0.31%) Retail Banking
Job Titles
1 67 (20.81%) Developer
2 54 (16.77%) Analyst
3 23 (7.14%) Data Analyst
4 20 (6.21%) Consultant
4 20 (6.21%) Data Engineer
5 17 (5.28%) Big Data Engineer
6 16 (4.97%) Business Intelligence Developer
7 13 (4.04%) Data Scientist
8 12 (3.73%) Front End Developer (Client-Side Developer)
8 12 (3.73%) Senior Developer
9 10 (3.11%) Business Developer
10 9 (2.80%) DevOps Engineer
10 9 (2.80%) Microsoft Consultant
10 9 (2.80%) Test Engineer
11 8 (2.48%) Business Intelligence Analyst
11 8 (2.48%) PHP Developer
11 8 (2.48%) Python Engineer
11 8 (2.48%) Risk Manager
11 8 (2.48%) Support Engineer
11 8 (2.48%) Technology Risk Manager
Libraries, Frameworks & Software Standards
1 34 (10.56%) HTML
2 26 (8.07%) CSS
3 24 (7.45%) .NET
4 23 (7.14%) HTML5
5 18 (5.59%) CSS3
5 18 (5.59%) Twitter Bootstrap
6 14 (4.35%) Spark Streaming
7 13 (4.04%) jQuery
7 13 (4.04%) Node.js
8 12 (3.73%) Kafka
8 12 (3.73%) LESS
9 11 (3.42%) React
10 9 (2.80%) ASP.NET
10 9 (2.80%) Vue.js
10 9 (2.80%) Web Services
11 6 (1.86%) .NET Framework
11 6 (1.86%) AngularJS
11 6 (1.86%) Elastic Stack
11 6 (1.86%) MDX
11 6 (1.86%) Sass
Miscellaneous
1 46 (14.29%) Analytical Skills
2 40 (12.42%) User Experience
3 13 (4.04%) Data Structures
3 13 (4.04%) Management Information System
4 11 (3.42%) Driving Licence
5 10 (3.11%) Social Media
6 9 (2.80%) e-Learning
7 7 (2.17%) Data Centre
8 5 (1.55%) Algorithms
8 5 (1.55%) Credit Risk
8 5 (1.55%) Greenfield Project
9 3 (0.93%) CMDB
9 3 (0.93%) FMCG
10 2 (0.62%) Analytical Mindset
10 2 (0.62%) Augmented Reality
10 2 (0.62%) BBC
10 2 (0.62%) Blog
10 2 (0.62%) Learning Management System
10 2 (0.62%) NHS
10 2 (0.62%) Smartphone
Operating Systems
1 26 (8.07%) Unix
2 23 (7.14%) Linux
3 19 (5.90%) Windows
4 7 (2.17%) Windows Server
5 5 (1.55%) Windows Server 2012
6 4 (1.24%) Ubuntu
7 3 (0.93%) CatOS
8 2 (0.62%) Windows 10
8 2 (0.62%) Windows 7
9 1 (0.31%) Android
9 1 (0.31%) Apple iOS
9 1 (0.31%) Solaris
9 1 (0.31%) Windows 8
Processes & Methodologies
1 104 (32.30%) Agile Software Development
2 88 (27.33%) Business Intelligence
3 82 (25.47%) Data Analytics
4 46 (14.29%) Coaching
5 45 (13.98%) ETL
6 34 (10.56%) Data Science
7 32 (9.94%) Mentoring
8 30 (9.32%) Data Analysis
8 30 (9.32%) Data Integration
8 30 (9.32%) DevOps
9 29 (9.01%) Project Management
9 29 (9.01%) Stakeholder Management
10 28 (8.70%) Data Modelling
10 28 (8.70%) Problem-Solving
11 27 (8.39%) E-Commerce
12 24 (7.45%) Continuous Improvement
13 23 (7.14%) SEO
14 22 (6.83%) Collaborative Working
14 22 (6.83%) Machine Learning
14 22 (6.83%) Software Engineering
Programming Languages
1 104 (32.30%) SQL
2 59 (18.32%) Python
3 32 (9.94%) JavaScript
4 29 (9.01%) R
5 23 (7.14%) C#
6 21 (6.52%) Java
7 18 (5.59%) PHP
7 18 (5.59%) Scala
8 12 (3.73%) PowerShell
9 9 (2.80%) T-SQL
10 7 (2.17%) Bash Shell
10 7 (2.17%) PHP 5
10 7 (2.17%) Shell Script
11 5 (1.55%) MATLAB
12 4 (1.24%) PL/SQL
13 3 (0.93%) C++
13 3 (0.93%) Data Analysis Expressions (DAX)
13 3 (0.93%) Ruby
13 3 (0.93%) VB
14 2 (0.62%) F#
Qualifications
1 25 (7.76%) Degree
2 8 (2.48%) CISA
2 8 (2.48%) CISM
2 8 (2.48%) CISSP
2 8 (2.48%) Microsoft Certification
3 7 (2.17%) Security Cleared
4 6 (1.86%) BPSS Clearance
4 6 (1.86%) SC Cleared
5 5 (1.55%) ITIL Certification
5 5 (1.55%) MCSA
6 4 (1.24%) Numerate Degree
6 4 (1.24%) Postgraduate
6 4 (1.24%) PRINCE2 Practitioner
7 3 (0.93%) CCNP
7 3 (0.93%) Cisco Certification
8 2 (0.62%) AWS Certification
8 2 (0.62%) ISEB
8 2 (0.62%) ISTQB
8 2 (0.62%) PhD
9 1 (0.31%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 24 (7.45%) QA
2 15 (4.66%) Data Quality
2 15 (4.66%) PMO
3 8 (2.48%) GDPR
4 3 (0.93%) SLA
5 2 (0.62%) IFRS
5 2 (0.62%) IFRS 9
6 1 (0.31%) WCAG
System Software
1 17 (5.28%) HDFS
2 15 (4.66%) Apache Flume
3 3 (0.93%) Docker
4 2 (0.62%) Active Directory
5 1 (0.31%) Hyper-V
5 1 (0.31%) VMware Infrastructure
Systems Management
1 14 (4.35%) Oozie
2 11 (3.42%) Ansible
3 8 (2.48%) Puppet
4 6 (1.86%) Nagios
4 6 (1.86%) SCOM
5 3 (0.93%) FortiGate
5 3 (0.93%) RANCID
5 3 (0.93%) SolarWinds Orion
6 2 (0.62%) Docker Swarm
6 2 (0.62%) Mesos
6 2 (0.62%) Opscode Chef
6 2 (0.62%) SCOrch
6 2 (0.62%) WMI
7 1 (0.31%) Hadoop YARN
7 1 (0.31%) Microsoft Intune
7 1 (0.31%) Nessus
7 1 (0.31%) Oracle RMAN
Vendors
1 72 (22.36%) Microsoft
2 58 (18.01%) Google
3 29 (9.01%) Tableau
4 22 (6.83%) Oracle
5 19 (5.90%) Adobe
6 15 (4.66%) Hortonworks
7 14 (4.35%) Cloudera
8 13 (4.04%) SAP
9 12 (3.73%) Zend
10 7 (2.17%) IBM
10 7 (2.17%) Splunk
11 6 (1.86%) Alteryx
11 6 (1.86%) Cognos
11 6 (1.86%) HP
11 6 (1.86%) SolarWinds
12 5 (1.55%) Cisco
12 5 (1.55%) MuleSoft
13 4 (1.24%) Informatica
13 4 (1.24%) Salesforce.com
13 4 (1.24%) WooCommerce