Period
to 25 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Data Management skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Management over the 6 months to 25 November 2017 with a comparison to the same period in the previous 2 years.

Data Management
England > North West
6 months to
25 Nov 2017
Same period 2016 Same period 2015
Rank 186 220 183
Rank change year-on-year +34 -37 +53
Permanent jobs citing Data Management 210 159 208
As % of all permanent IT jobs advertised in the North West 1.59% 1.27% 1.60%
As % of the Processes & Methodologies category 1.77% 1.42% 1.78%
Number of salaries quoted 158 95 188
North West median annual salary £52,500 £44,000 £40,000
Median salary % change year-on-year +19.32% +10.00% -11.11%
10th Percentile £28,500 £28,200 £26,250
90th Percentile £82,500 £65,000 £66,250
England median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +2.94%

Data Management 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 the North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 11841 11219 11660
As % of all permanent IT jobs advertised in the North West 89.89% 89.76% 89.45%
Number of salaries quoted 9400 9359 9637
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +1.27%
10th Percentile £26,250 £26,250 £24,750
90th Percentile £65,000 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Management
Job Vacancy Trend in the North West

Job postings citing Data Management as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Data Management in the North West

Data Management
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Management in the North West.

Salary trend for Data Management in the North West

Data Management
Salary Histogram in the North West

The salary distribution of IT jobs citing Data Management in the North West over the 6 months to 25 November 2017.

Salary histogram for Data Management in the North West

Data Management
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Management within the North West region over the 6 months to 25 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
Manchester +53 126 £52,500 +23.53% 7
Cheshire -30 44 £53,750 +13.16% 3
Merseyside +16 30 £27,500 -50.00% 1
Lancashire -8 8 £32,500 -15.86% 4
Data Management
England

For the 6 months to 25 November 2017, IT jobs citing Data Management 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 North West region with a requirement for Data Management.

1 72 (34.29%) Finance
2 66 (31.43%) Business Intelligence
3 57 (27.14%) SQL
4 56 (26.67%) Master Data Management
5 52 (24.76%) Data Quality
6 48 (22.86%) Analytics
7 44 (20.95%) Microsoft
8 38 (18.10%) Data Governance
9 35 (16.67%) SQL Server
10 34 (16.19%) Data Warehouse
10 34 (16.19%) Agile Software Development
11 31 (14.76%) IBM
12 30 (14.29%) ETL
12 30 (14.29%) Data Integration
13 28 (13.33%) Data Modelling
13 28 (13.33%) Banking
14 27 (12.86%) Web Services
15 26 (12.38%) Analytical Skills
16 25 (11.90%) Oracle
17 21 (10.00%) Data Analysis
17 21 (10.00%) SQL Server Integration Services
17 21 (10.00%) Big Data
18 20 (9.52%) Retail
18 20 (9.52%) SAS
18 20 (9.52%) Stakeholder Management
19 19 (9.05%) TOGAF
19 19 (9.05%) SQL Server Reporting Services
19 19 (9.05%) Computer Science
19 19 (9.05%) Hadoop
20 18 (8.57%) Mentoring

Data Management
Co-occurring IT Skills in the North West 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 20 (9.52%) SAS
2 8 (3.81%) SharePoint
3 3 (1.43%) WebSphere
4 2 (0.95%) Anypoint
Applications
1 13 (6.19%) Microsoft Office
2 8 (3.81%) Microsoft Excel
3 3 (1.43%) Microsoft PowerPoint
4 2 (0.95%) Spreadsheet
4 2 (0.95%) SPSS
5 1 (0.48%) MS Visio
5 1 (0.48%) RoboHelp
Business Applications
1 4 (1.90%) SAP Business One
1 4 (1.90%) SAP MDM
2 3 (1.43%) Magento
3 1 (0.48%) Dynamics CRM
3 1 (0.48%) Dynamics NAV
3 1 (0.48%) Oracle ERP
3 1 (0.48%) SAP CRM
3 1 (0.48%) SAP ERP
3 1 (0.48%) SAP IS-U
3 1 (0.48%) SAP MDG
3 1 (0.48%) SAP S/4HANA
Cloud Services
1 14 (6.67%) Amazon AWS
2 7 (3.33%) Microsoft Azure
3 6 (2.86%) SaaS
4 4 (1.90%) Office 365
5 3 (1.43%) Amazon CloudWatch
5 3 (1.43%) AWS CloudFormation
5 3 (1.43%) Force.com
5 3 (1.43%) GitHub
5 3 (1.43%) Salesforce Service Cloud
Communications & Networking
1 4 (1.90%) SSL
2 3 (1.43%) Intranet
3 2 (0.95%) Broadband
3 2 (0.95%) IP Telephony
4 1 (0.48%) Intelligent Network
4 1 (0.48%) Internet
4 1 (0.48%) Unified Communications
4 1 (0.48%) WAN
Database & Business Intelligence
1 35 (16.67%) SQL Server
2 34 (16.19%) Data Warehouse
3 21 (10.00%) Big Data
3 21 (10.00%) SQL Server Integration Services
4 19 (9.05%) Hadoop
4 19 (9.05%) SQL Server Reporting Services
5 9 (4.29%) Relational Database
6 8 (3.81%) Crystal Reports
6 8 (3.81%) SQL Server Analysis Services
7 7 (3.33%) IBM InfoSphere
8 6 (2.86%) Oracle BI EE
9 5 (2.38%) Data Lake
9 5 (2.38%) MongoDB
9 5 (2.38%) Star Schema
10 4 (1.90%) Base SAS
10 4 (1.90%) MS Access
10 4 (1.90%) QlikView
10 4 (1.90%) SAS Data Integration Studio
11 3 (1.43%) Data Mining
11 3 (1.43%) Oracle Database
Development Applications
1 7 (3.33%) Git (software)
1 7 (3.33%) Jenkins
2 6 (2.86%) JIRA
3 5 (2.38%) Selenium
4 3 (1.43%) Ant
4 3 (1.43%) Apache Ivy
4 3 (1.43%) Bitbucket
4 3 (1.43%) Gradle
4 3 (1.43%) JUnit
4 3 (1.43%) Maven
4 3 (1.43%) SonarQube
4 3 (1.43%) webpack
5 1 (0.48%) Atlassian Bamboo
5 1 (0.48%) Mocha
5 1 (0.48%) Selenium IDE
5 1 (0.48%) Travis CI
General
1 72 (34.29%) Finance
2 28 (13.33%) Banking
3 20 (9.52%) Retail
4 17 (8.10%) Law
5 11 (5.24%) Marketing
6 10 (4.76%) Manufacturing
7 9 (4.29%) Electronics
7 9 (4.29%) Legal
8 6 (2.86%) Telecoms
9 5 (2.38%) Investment Banking
10 4 (1.90%) International Banking
11 2 (0.95%) Back Office
11 2 (0.95%) Corporate Banking
11 2 (0.95%) Financial Institution
12 1 (0.48%) Automotive
12 1 (0.48%) Billing
12 1 (0.48%) Local Government
Job Titles
1 49 (23.33%) Analyst
2 46 (21.90%) Architect
3 32 (15.24%) Developer
4 27 (12.86%) Data Architect
5 23 (10.95%) Data Analyst
6 14 (6.67%) Business Intelligence Architect
7 12 (5.71%) Senior Analyst
7 12 (5.71%) Solutions Architect
8 11 (5.24%) Data Manager
9 10 (4.76%) SQL Developer
10 8 (3.81%) Business Architect
10 8 (3.81%) JavaScript Developer
11 7 (3.33%) Consultant
12 6 (2.86%) Business Analyst
12 6 (2.86%) Database Developer
12 6 (2.86%) Front End Developer (Client-Side Developer)
12 6 (2.86%) Junior
12 6 (2.86%) SAP Manager
12 6 (2.86%) SQL Database Developer
12 6 (2.86%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 27 (12.86%) Web Services
2 13 (6.19%) .NET
3 12 (5.71%) J2EE
4 10 (4.76%) ASP.NET
4 10 (4.76%) WCF
5 9 (4.29%) HTML
5 9 (4.29%) HTML5
5 9 (4.29%) REST
6 8 (3.81%) AngularJS
6 8 (3.81%) XML
7 6 (2.86%) Node.js
7 6 (2.86%) React
8 5 (2.38%) ASP.NET Web API
9 4 (1.90%) .NET Framework
9 4 (1.90%) ASP.NET Web Forms
9 4 (1.90%) CSS
9 4 (1.90%) CSS3
9 4 (1.90%) Hibernate
10 3 (1.43%) SOAP
10 3 (1.43%) Spring
Miscellaneous
1 26 (12.38%) Analytical Skills
2 19 (9.05%) Computer Science
3 16 (7.62%) Management Information System
4 12 (5.71%) Algorithms
5 9 (4.29%) Data Structures
5 9 (4.29%) Virtual Team
6 8 (3.81%) Life Science
7 7 (3.33%) Data Centre
7 7 (3.33%) FMCG
7 7 (3.33%) NHS
8 6 (2.86%) Mobile App
8 6 (2.86%) Social Media
9 5 (2.38%) Enterprise Software
9 5 (2.38%) Semantic Web
10 4 (1.90%) Data Protection Act
10 4 (1.90%) Greenfield Project
10 4 (1.90%) User Experience
11 3 (1.43%) Handset
11 3 (1.43%) iPad
12 2 (0.95%) Reference Data
Operating Systems
1 9 (4.29%) Linux
2 6 (2.86%) Windows
3 4 (1.90%) Unix
4 2 (0.95%) CentOS
4 2 (0.95%) Ubuntu
5 1 (0.48%) Windows Server
Processes & Methodologies
1 66 (31.43%) Business Intelligence
2 56 (26.67%) Master Data Management
3 48 (22.86%) Analytics
4 38 (18.10%) Data Governance
5 34 (16.19%) Agile Software Development
6 30 (14.29%) Data Integration
6 30 (14.29%) ETL
7 28 (13.33%) Data Modelling
8 21 (10.00%) Data Analysis
9 20 (9.52%) Stakeholder Management
10 19 (9.05%) TOGAF
11 18 (8.57%) E-Commerce
11 18 (8.57%) Mentoring
12 15 (7.14%) Data Analytics
13 14 (6.67%) Data Strategy
14 13 (6.19%) Continuous Improvement
14 13 (6.19%) Data Protection
14 13 (6.19%) Project Management
14 13 (6.19%) SDLC
15 12 (5.71%) SOA
Programming Languages
1 57 (27.14%) SQL
2 18 (8.57%) Java
3 15 (7.14%) T-SQL
4 14 (6.67%) JavaScript
4 14 (6.67%) Python
5 13 (6.19%) C#
6 10 (4.76%) R
7 5 (2.38%) MATLAB
8 4 (1.90%) Bash Shell
9 3 (1.43%) TypeScript
10 2 (0.95%) Perl
10 2 (0.95%) PHP
11 1 (0.48%) C
11 1 (0.48%) Shell Script
11 1 (0.48%) VB.NET
Qualifications
1 18 (8.57%) Degree
2 12 (5.71%) SC Cleared
2 12 (5.71%) Security Cleared
3 11 (5.24%) Computer Science Degree
4 2 (0.95%) Master's Degree
5 1 (0.48%) MCSA
5 1 (0.48%) Microsoft Certification
Quality Assurance & Compliance
1 52 (24.76%) Data Quality
2 7 (3.33%) COBIT
3 6 (2.86%) GDPR
4 5 (2.38%) QA
5 4 (1.90%) Sarbanes-Oxley
6 3 (1.43%) ISO/IEC 27001
7 2 (0.95%) SLA
8 1 (0.48%) PCI DSS
8 1 (0.48%) PMO
System Software
1 5 (2.38%) Active Directory
2 1 (0.48%) VMware Infrastructure
Systems Management
1 5 (2.38%) Kibana
2 3 (1.43%) Opscode Chef
2 3 (1.43%) Puppet
2 3 (1.43%) ZABBIX
3 2 (0.95%) HAProxy
4 1 (0.48%) EMC NetWorker
Vendors
1 44 (20.95%) Microsoft
2 31 (14.76%) IBM
3 25 (11.90%) Oracle
4 18 (8.57%) SAP
5 17 (8.10%) Informatica
6 10 (4.76%) Teradata
7 8 (3.81%) Cloudera
7 8 (3.81%) Hortonworks
8 7 (3.33%) hybris
9 6 (2.86%) Cognizant
9 6 (2.86%) Greenplum
9 6 (2.86%) Netezza
10 4 (1.90%) Rackspace
10 4 (1.90%) Sage
10 4 (1.90%) Tableau
10 4 (1.90%) Trillium
11 3 (1.43%) Ab Initio
11 3 (1.43%) ATG
11 3 (1.43%) Capita
11 3 (1.43%) Salesforce.com