Period
to 20 November 2017

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 20 November 2017 with a comparison to the same period in the previous 2 years.

Data Analysis
England > Yorkshire
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 173 224 240
Rank change year-on-year +51 +16 -32
Permanent jobs citing Data Analysis 158 106 119
As % of all permanent IT jobs advertised in Yorkshire 1.61% 0.96% 0.90%
As % of the Processes & Methodologies category 1.79% 1.07% 1.00%
Number of salaries quoted 139 95 84
Yorkshire median annual salary £40,000 £40,000 £35,000
Median salary % change year-on-year - +14.29% +2.94%
10th Percentile £24,850 £26,600 £21,250
90th Percentile £57,500 £65,000 £51,750
England median annual salary £46,000 £45,000 £45,000
% change year-on-year +2.22% - -

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 8848 9864 11922
As % of all permanent IT jobs advertised in Yorkshire 90.17% 89.46% 90.25%
Number of salaries quoted 7407 8294 9703
Yorkshire median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% +1.27%
10th Percentile £26,250 £26,250 £26,000
90th Percentile £61,250 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Analysis
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Analysis in Yorkshire

Data Analysis
Salary Trend in Yorkshire

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

Salary trend for Data Analysis in Yorkshire

Data Analysis
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Data Analysis in Yorkshire over the 6 months to 20 November 2017.

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 20 November 2017. 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 +55 111 £40,000 -5.88% 12
South Yorkshire +22 22 £27,500 -26.67% 3
East Yorkshire +7 13 £50,000 +30.67% 1
North Yorkshire +5 10 £40,000 +19.40% 2
Data Analysis
England

For the 6 months to 20 November 2017, IT jobs citing Data Analysis also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Yorkshire region with a requirement for Data Analysis.

1 83 (52.53%) SQL
2 56 (35.44%) Finance
3 52 (32.91%) Analytics
4 45 (28.48%) Business Intelligence
5 41 (25.95%) Data Warehouse
6 40 (25.32%) ETL
7 34 (21.52%) Analytical Skills
8 32 (20.25%) SAS
9 30 (18.99%) Stakeholder Management
10 24 (15.19%) Data Modelling
10 24 (15.19%) Data Mining
11 23 (14.56%) Microsoft Excel
11 23 (14.56%) Tableau
12 22 (13.92%) Degree
13 21 (13.29%) SQL Server Reporting Services
13 21 (13.29%) SQL Server
14 20 (12.66%) Data Analytics
15 19 (12.03%) Agile Software Development
16 18 (11.39%) Data Management
16 18 (11.39%) Visualisation
17 17 (10.76%) Management Information System
18 16 (10.13%) SQL Server Integration Services
19 15 (9.49%) Data Quality
19 15 (9.49%) Data Visualisation
20 14 (8.86%) Data Transformation
21 13 (8.23%) Data Cleansing
21 13 (8.23%) .NET
21 13 (8.23%) SAP
22 12 (7.59%) T-SQL
22 12 (7.59%) Cognos

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 32 (20.25%) SAS
2 2 (1.27%) Apache
2 2 (1.27%) Apache Pig
2 2 (1.27%) Apache Spark
2 2 (1.27%) OpenEdge
3 1 (0.63%) IBM Notes
3 1 (0.63%) SharePoint
Applications
1 23 (14.56%) Microsoft Excel
2 11 (6.96%) SPSS
3 8 (5.06%) Microsoft Office
4 3 (1.90%) Microsoft PowerPoint
4 3 (1.90%) MS Visio
5 1 (0.63%) Microsoft Project
Business Applications
1 1 (0.63%) Dynamics AX
1 1 (0.63%) Dynamics CRM
1 1 (0.63%) Dynamics NAV
1 1 (0.63%) Exchequer
1 1 (0.63%) SAP Business One
1 1 (0.63%) SAP CO
1 1 (0.63%) SAP FI
1 1 (0.63%) SAP FI/CO
1 1 (0.63%) WebTrends
Cloud Services
1 5 (3.16%) Google Analytics
2 2 (1.27%) Office 365
3 1 (0.63%) Amazon AWS
3 1 (0.63%) CallidusCloud
3 1 (0.63%) Google Cloud Platform
3 1 (0.63%) Google Tag Manager
3 1 (0.63%) Microsoft Azure
Communications & Networking
1 2 (1.27%) ATM
2 1 (0.63%) Firewall
2 1 (0.63%) Wireshark
Database & Business Intelligence
1 41 (25.95%) Data Warehouse
2 24 (15.19%) Data Mining
3 21 (13.29%) SQL Server
3 21 (13.29%) SQL Server Reporting Services
4 16 (10.13%) SQL Server Integration Services
5 12 (7.59%) SQL Server Analysis Services
6 9 (5.70%) MS Access
6 9 (5.70%) Relational Database
7 8 (5.06%) MySQL
8 7 (4.43%) Big Data
8 7 (4.43%) OLAP
8 7 (4.43%) SAP HANA
9 6 (3.80%) Crystal Reports
9 6 (3.80%) SAP Data Services
10 5 (3.16%) PostgreSQL
10 5 (3.16%) Power BI
10 5 (3.16%) RDBMS
11 3 (1.90%) SQL Server 2012
11 3 (1.90%) SQL Server 2014
11 3 (1.90%) SQL Server 2016
Development Applications
1 5 (3.16%) JIRA
2 2 (1.27%) Git (software)
2 2 (1.27%) JUnit
2 2 (1.27%) Selenium
3 1 (0.63%) Talend Open Studio
General
1 56 (35.44%) Finance
2 7 (4.43%) Banking
3 5 (3.16%) General Ledger
3 5 (3.16%) Legal
4 4 (2.53%) Back Office
4 4 (2.53%) Investment Banking
4 4 (2.53%) Marketing
4 4 (2.53%) Retail
5 3 (1.90%) Financial Institution
5 3 (1.90%) Law
5 3 (1.90%) Manufacturing
6 2 (1.27%) Publishing
7 1 (0.63%) Billing
7 1 (0.63%) Private Banking
7 1 (0.63%) Retail Banking
Job Titles
1 72 (45.57%) Analyst
2 21 (13.29%) Data Analyst
3 20 (12.66%) Developer
4 19 (12.03%) Business Analyst
5 13 (8.23%) Consultant
6 11 (6.96%) Data Scientist
6 11 (6.96%) Senior Analyst
6 11 (6.96%) Trainer
7 10 (6.33%) Business Intelligence Consultant
8 8 (5.06%) Junior
8 8 (5.06%) Report Analyst
9 7 (4.43%) Administrator
9 7 (4.43%) Architect
9 7 (4.43%) Business Consultant
9 7 (4.43%) Data Architect
9 7 (4.43%) Senior Business Consultant
9 7 (4.43%) Senior Business Intelligence Consultant
9 7 (4.43%) Senior Consultant
9 7 (4.43%) SQL Analyst
10 6 (3.80%) Regulatory Business Analyst
Libraries, Frameworks & Software Standards
1 13 (8.23%) .NET
2 10 (6.33%) ASP.NET
2 10 (6.33%) MDX
3 8 (5.06%) Middleware
4 6 (3.80%) REST
5 4 (2.53%) SOAP
5 4 (2.53%) XML
6 3 (1.90%) Web Services
7 2 (1.27%) Apache Thrift
7 2 (1.27%) JSON
7 2 (1.27%) LAMP
7 2 (1.27%) ODBC
7 2 (1.27%) WSDL
8 1 (0.63%) D3.js
8 1 (0.63%) FusionCharts
8 1 (0.63%) Google Maps API
8 1 (0.63%) Leaflet
8 1 (0.63%) OpenLayers
8 1 (0.63%) WCF
8 1 (0.63%) WPF
Miscellaneous
1 34 (21.52%) Analytical Skills
2 17 (10.76%) Management Information System
3 11 (6.96%) Computer Science
4 6 (3.80%) Data Structures
4 6 (3.80%) User Experience
5 4 (2.53%) Fintech
5 4 (2.53%) Linux Command Line
6 3 (1.90%) Algorithms
6 3 (1.90%) Enterprise Software
6 3 (1.90%) Mobile App
6 3 (1.90%) Replication
6 3 (1.90%) Smartphone
7 2 (1.27%) Client/Server
7 2 (1.27%) Data Protection Act
7 2 (1.27%) Mainframe
7 2 (1.27%) Mobile Banking
7 2 (1.27%) Robotics
7 2 (1.27%) Video\Live Streaming
8 1 (0.63%) Greenfield Project
8 1 (0.63%) Smart City
Operating Systems
1 9 (5.70%) Linux
2 3 (1.90%) Android
2 3 (1.90%) Apple iOS
3 2 (1.27%) Unix
Processes & Methodologies
1 52 (32.91%) Analytics
2 45 (28.48%) Business Intelligence
3 40 (25.32%) ETL
4 30 (18.99%) Stakeholder Management
5 24 (15.19%) Data Modelling
6 20 (12.66%) Data Analytics
7 19 (12.03%) Agile Software Development
8 18 (11.39%) Data Management
8 18 (11.39%) Visualisation
9 15 (9.49%) Data Visualisation
10 14 (8.86%) Data Transformation
11 13 (8.23%) Data Cleansing
12 12 (7.59%) Mathematics
12 12 (7.59%) Predictive Analytics
13 11 (6.96%) Business Analytics
13 11 (6.96%) Data Architecture
13 11 (6.96%) User Acceptance Testing
14 10 (6.33%) Change Management
14 10 (6.33%) Data Strategy
15 9 (5.70%) UML
Programming Languages
1 83 (52.53%) SQL
2 12 (7.59%) T-SQL
3 11 (6.96%) PL/SQL
3 11 (6.96%) VBA
4 9 (5.70%) Python
5 7 (4.43%) C#
5 7 (4.43%) Java
6 6 (3.80%) R
7 4 (2.53%) C++
7 4 (2.53%) JavaScript
7 4 (2.53%) VB
8 3 (1.90%) Bash Shell
8 3 (1.90%) FoxPro (VFP)
8 3 (1.90%) MATLAB
8 3 (1.90%) VB6
9 2 (1.27%) ABAP
9 2 (1.27%) PHP
9 2 (1.27%) XPath
10 1 (0.63%) Perl
10 1 (0.63%) PowerShell
Qualifications
1 22 (13.92%) Degree
2 4 (2.53%) ACCA
2 4 (2.53%) CIMA
3 3 (1.90%) Computer Science Degree
4 2 (1.27%) Master's Degree
5 1 (0.63%) Numerate Degree
Quality Assurance & Compliance
1 15 (9.49%) Data Quality
2 5 (3.16%) PMO
2 5 (3.16%) QA
3 3 (1.90%) GDPR
4 2 (1.27%) ISO/IEC 27001
5 1 (0.63%) Actionable Recommendations
5 1 (0.63%) SLA
System Software
1 4 (2.53%) Active Directory
Systems Management
1 1 (0.63%) Grafana
1 1 (0.63%) John the Ripper
1 1 (0.63%) Nagios
1 1 (0.63%) Nessus
Vendors
1 23 (14.56%) Tableau
2 13 (8.23%) SAP
3 12 (7.59%) Cognos
4 11 (6.96%) Oracle
5 8 (5.06%) Google
5 8 (5.06%) Microsoft
6 7 (4.43%) IFS
7 5 (3.16%) Sybase
8 2 (1.27%) Informatica
9 1 (0.63%) Apple
9 1 (0.63%) Capita
9 1 (0.63%) Cisco
9 1 (0.63%) DoubleClick
9 1 (0.63%) Fortinet
9 1 (0.63%) Juniper
9 1 (0.63%) Logi
9 1 (0.63%) Lotus
9 1 (0.63%) MicroStrategy
9 1 (0.63%) Sage
9 1 (0.63%) Twitter