Period
to 27 July 2017

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 27 July 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England > North West
6 months to
27 Jul 2017
Same period 2016 Same period 2015
Rank 183 188 257
Rank change year-on-year +5 +69 -79
Permanent jobs citing Data Modelling 213 169 113
As % of all permanent IT jobs advertised in the North West 1.62% 1.46% 0.86%
As % of the Processes & Methodologies category 1.80% 1.65% 0.96%
Number of salaries quoted 163 131 102
North West median annual salary £47,500 £42,500 £42,000
Median salary % change year-on-year +11.76% +1.19% -1.18%
10th Percentile £32,500 £27,500 £33,000
90th Percentile £63,500 £62,500 £60,000
England median annual salary £55,000 £55,000 £55,000

Data Modelling is in the process and methodology skills category. The next 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 and methodology skills.

Process & Methodology Skills
North West
Permanent job vacancies with a requirement for process and methodology skills 11836 10220 11715
As % of all permanent IT job vacancies advertised in the North West 90.09% 88.45% 89.65%
Number of salaries quoted 9579 8545 9390
North West median annual salary £41,500 £40,000 £40,000
Median salary % change year-on-year +3.75% - +6.67%
10th Percentile £26,250 £25,000 £24,750
90th Percentile £63,750 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Modelling
Job Vacancy Trend in the North West

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

Job vacancy trend for Data Modelling in the North West

Data Modelling
Salary Trend in the North West

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

Salary trend for Data Modelling in the North West

Data Modelling
Salary Histogram in the North West

The salary distribution of IT jobs citing Data Modelling in the North West over the 6 months to 27 July 2017.

Salary histogram for Data Modelling in the North West

Data Modelling
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 Modelling within the North West region over the 6 months to 27 July 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 -23 129 £50,000 +5.26% 5
Cheshire -8 35 £45,000 +50.00% 7
Merseyside +7 29 £45,000 - 2
Lancashire -3 8 £32,500 -13.33%
Data Modelling
England

For the 6 months to 27 July 2017, IT jobs citing Data Modelling 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 Modelling.

1 114 (53.52%) SQL
2 72 (33.80%) Business Intelligence
3 67 (31.46%) SQL Server
4 55 (25.82%) Data Warehouse
5 52 (24.41%) Oracle
6 49 (23.00%) ETL
7 43 (20.19%) Analytical Skills
8 41 (19.25%) Agile Software Development
9 40 (18.78%) Microsoft
10 39 (18.31%) Data Architecture
11 37 (17.37%) SQL Server Integration Services
12 36 (16.90%) SQL Server Reporting Services
13 35 (16.43%) Degree
14 34 (15.96%) Analytics
15 33 (15.49%) E-Commerce
16 31 (14.55%) Data Management
16 31 (14.55%) User Experience
17 30 (14.08%) Finance
18 29 (13.62%) T-SQL
18 29 (13.62%) Data Analysis
19 27 (12.68%) JavaScript
19 27 (12.68%) Data Quality
19 27 (12.68%) SQL Server Analysis Services
20 25 (11.74%) Continuous Integration
21 24 (11.27%) Java
21 24 (11.27%) Relational Database
22 23 (10.80%) Tableau
22 23 (10.80%) MVC
23 22 (10.33%) Business Analysis
24 21 (9.86%) .NET

Data Modelling
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 15 (7.04%) SAS
2 10 (4.69%) Oracle SOA Suite
3 7 (3.29%) Oracle Workflow
4 5 (2.35%) CMS
5 4 (1.88%) Apache Spark
5 4 (1.88%) EPiServer
6 1 (0.47%) Sitecore CMS
Applications
1 21 (9.86%) Microsoft Excel
2 5 (2.35%) Microsoft PowerPoint
2 5 (2.35%) SPSS
3 3 (1.41%) Microsoft Office
4 2 (0.94%) Microsoft Project
Business Applications
1 14 (6.57%) Oracle EBS R12
2 7 (3.29%) Oracle EBS
3 6 (2.82%) Oracle Applications
3 6 (2.82%) Oracle Procure-to-Pay
4 2 (0.94%) Dynamics CRM
4 2 (0.94%) Oracle Financials
5 1 (0.47%) Oracle Assets
5 1 (0.47%) Oracle General Ledger
5 1 (0.47%) Oracle Payables
5 1 (0.47%) SAP Hybris
Cloud Services
1 15 (7.04%) Amazon AWS
2 12 (5.63%) Microsoft Azure
3 4 (1.88%) SaaS
4 3 (1.41%) Google Analytics
5 2 (0.94%) Amazon S3
5 2 (0.94%) Google Cloud Platform
6 1 (0.47%) Azure Data Factory
6 1 (0.47%) Firebase
Communications & Networking
1 10 (4.69%) Internet
2 4 (1.88%) HTTP
3 1 (0.47%) LDAP
Database & Business Intelligence
1 67 (31.46%) SQL Server
2 55 (25.82%) Data Warehouse
3 37 (17.37%) SQL Server Integration Services
4 36 (16.90%) SQL Server Reporting Services
5 27 (12.68%) SQL Server Analysis Services
6 24 (11.27%) Relational Database
7 19 (8.92%) SQL Server 2012
8 16 (7.51%) Data Mining
9 15 (7.04%) PostgreSQL
9 15 (7.04%) Power BI
10 13 (6.10%) Big Data
10 13 (6.10%) Oracle ODI
10 13 (6.10%) QlikView
11 10 (4.69%) Oracle Reports
12 9 (4.23%) Enterprise Data Warehouse
12 9 (4.23%) Oracle BI EE
12 9 (4.23%) Oracle Database
13 8 (3.76%) BusinessObjects
14 7 (3.29%) RDBMS
14 7 (3.29%) SQL Server 2014
Development Applications
1 14 (6.57%) Git (software)
2 12 (5.63%) Visual Studio
3 11 (5.16%) SQL Server Management Studio (SSMS)
4 10 (4.69%) Oracle Forms
5 7 (3.29%) JIRA
6 6 (2.82%) Toad
7 5 (2.35%) JUnit
8 4 (1.88%) NUnit
8 4 (1.88%) ReSharper
8 4 (1.88%) SonarQube
8 4 (1.88%) Subversion
8 4 (1.88%) Talend Open Studio
9 2 (0.94%) CruiseControl
9 2 (0.94%) Eclipse
9 2 (0.94%) ERwin
9 2 (0.94%) Gradle
9 2 (0.94%) JProfiler
9 2 (0.94%) RStudio
9 2 (0.94%) Team Foundation Server
10 1 (0.47%) JDeveloper
General
1 30 (14.08%) Finance
2 16 (7.51%) Retail
3 12 (5.63%) Advertising
4 9 (4.23%) Marketing
5 8 (3.76%) Legal
6 7 (3.29%) Law
7 6 (2.82%) Manufacturing
8 5 (2.35%) Banking
9 2 (0.94%) Electronics
Job Titles
1 73 (34.27%) Developer
2 40 (18.78%) Architect
3 39 (18.31%) Analyst
4 28 (13.15%) Business Analyst
5 25 (11.74%) Data Architect
6 21 (9.86%) Senior Developer
7 17 (7.98%) Business Intelligence Developer
8 12 (5.63%) Data Warehouse Developer
8 12 (5.63%) SQL Developer
9 11 (5.16%) Business IT Analyst
9 11 (5.16%) Data Modeller
9 11 (5.16%) IT Analyst
9 11 (5.16%) IT Business Analyst
9 11 (5.16%) Oracle Developer
10 10 (4.69%) Data Scientist
10 10 (4.69%) PHP Developer
10 10 (4.69%) Senior PHP Developer
10 10 (4.69%) SQL BI Developer
11 9 (4.23%) DBA
11 9 (4.23%) Java Developer
Libraries, Frameworks & Software Standards
1 21 (9.86%) .NET
2 20 (9.39%) HTML
2 20 (9.39%) jQuery
3 16 (7.51%) XML
4 15 (7.04%) Ajax
5 13 (6.10%) .NET Framework
6 12 (5.63%) ASP.NET
7 11 (5.16%) XSLT
8 9 (4.23%) HTML5
9 7 (3.29%) ASP.NET MVC
9 7 (3.29%) ASP.NET Web Forms
9 7 (3.29%) JSON
9 7 (3.29%) REST
9 7 (3.29%) WCF
9 7 (3.29%) Web Services
10 6 (2.82%) ASP.NET Web API
10 6 (2.82%) MDX
10 6 (2.82%) RESTful
11 5 (2.35%) CSS3
11 5 (2.35%) JPA
Miscellaneous
1 43 (20.19%) Analytical Skills
2 31 (14.55%) User Experience
3 14 (6.57%) Management Information System
4 13 (6.10%) Data Structures
5 11 (5.16%) Computer Science
6 7 (3.29%) Algorithms
7 6 (2.82%) iPad
8 3 (1.41%) Enterprise Software
8 3 (1.41%) Greenfield Project
8 3 (1.41%) Life Science
9 2 (0.94%) Clustering
9 2 (0.94%) EMV
9 2 (0.94%) Reference Data
9 2 (0.94%) Replication
9 2 (0.94%) Semantic Web
10 1 (0.47%) Data Protection Act
Operating Systems
1 15 (7.04%) Windows
2 13 (6.10%) Unix
3 10 (4.69%) Android
3 10 (4.69%) Apple iOS
3 10 (4.69%) Linux
3 10 (4.69%) Mac OS X
4 5 (2.35%) Windows Server
Processes & Methodologies
1 72 (33.80%) Business Intelligence
2 49 (23.00%) ETL
3 41 (19.25%) Agile Software Development
4 39 (18.31%) Data Architecture
5 34 (15.96%) Analytics
6 33 (15.49%) E-Commerce
7 31 (14.55%) Data Management
8 29 (13.62%) Data Analysis
9 25 (11.74%) Continuous Integration
10 23 (10.80%) MVC
11 22 (10.33%) Business Analysis
12 20 (9.39%) Data Strategy
13 17 (7.98%) Enterprise Architecture
14 16 (7.51%) Business Process Modelling
14 16 (7.51%) Data Integration
14 16 (7.51%) SDLC
15 15 (7.04%) SOA
15 15 (7.04%) Use Case
16 14 (6.57%) Project Management
16 14 (6.57%) Stakeholder Management
Programming Languages
1 114 (53.52%) SQL
2 29 (13.62%) T-SQL
3 27 (12.68%) JavaScript
4 24 (11.27%) Java
5 20 (9.39%) C#
6 18 (8.45%) PL/SQL
7 16 (7.51%) Python
8 13 (6.10%) R
9 12 (5.63%) Shell Script
10 10 (4.69%) PHP
11 5 (2.35%) XPath
12 3 (1.41%) MATLAB
13 2 (0.94%) ABAP
13 2 (0.94%) Perl
13 2 (0.94%) Ruby
13 2 (0.94%) VB.NET
13 2 (0.94%) VBA
14 1 (0.47%) ECMAScript
14 1 (0.47%) VB
Qualifications
1 35 (16.43%) Degree
2 15 (7.04%) Computer Science Degree
3 10 (4.69%) PhD
4 5 (2.35%) Master's Degree
4 5 (2.35%) SC Cleared
4 5 (2.35%) Security Cleared
5 1 (0.47%) ISEB
5 1 (0.47%) Microsoft Certification
Quality Assurance & Compliance
1 27 (12.68%) Data Quality
2 9 (4.23%) QA
3 6 (2.82%) ISO 9001
3 6 (2.82%) PCI DSS
4 4 (1.88%) ISO/IEC 27001
4 4 (1.88%) SLA
5 2 (0.94%) ISO/IEC 20000
6 1 (0.47%) GDPR
System Software
1 4 (1.88%) Active Directory
2 1 (0.47%) Oracle RAC
Vendors
1 52 (24.41%) Oracle
2 40 (18.78%) Microsoft
3 23 (10.80%) Tableau
4 16 (7.51%) Teradata
5 8 (3.76%) SAP
6 7 (3.29%) Cognos
7 5 (2.35%) Informatica
7 5 (2.35%) Perforce
7 5 (2.35%) Siebel
8 4 (1.88%) Rackspace
8 4 (1.88%) Talend
9 3 (1.41%) Google
9 3 (1.41%) hybris
10 2 (0.94%) CA
10 2 (0.94%) CA Agile Central
10 2 (0.94%) Cloudera
10 2 (0.94%) Pegasus
10 2 (0.94%) Red Hat
11 1 (0.47%) Actuate
11 1 (0.47%) Sitecore
Macclesfield, Cheshire
Adria Solutions Ltd
Salary: £40000 - £45000 per annum + Benefits
Posted: 20 hours ago
Manchester, Lancashire
Profile 29 Limited
Salary: From £20,000 to £30,000 per annum
Posted: 21 hours ago
Chester, Cheshire
Searchability
Salary: £40000 - £45000 per annum + Benefits
Posted: 2 days ago
Sandbach, Cheshire
Adria Solutions Ltd
Salary: £1 per annum + Benefits
Posted: 22 hours ago
Cheshire
Harvey Nash plc
Salary: £40000 - £50000 per annum
Posted: 2 days ago
Chester, Cheshire
Searchability
Salary: £25000 - £35000 per annum + Benefits
Posted: 2 days ago
Manchester, Lancashire
Lorien Resourcing
Salary: Bonus + Excellent benefits
Posted: Yesterday
Warrington, Cheshire
The People Network
Salary: £17000 - £20000 per annum
Posted: 5 days ago
Warrington
Nigel Frank International
Salary: £35000 - £45000 per annum
Posted: 15 days ago
Southport, Merseyside
Harvey Nash plc
Salary: £35000 - £50000 per annum + tbc
Posted: 5 days ago
Altrincham
Applause IT Ltd
Salary: £22000 - £27000 per annum + bens
Posted: 13 days ago
Stockport
Computer Futures
Salary: competitive
Posted: 16 days ago
Manchester
Hays Specialist Recruitment Ltd
Salary: £35000.00 - £44000.00 per annum + Additional Benefits
Posted: 21 days ago