The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the North West region. Included is a guide to the salaries offered in IT jobs that have cited Data Modelling over the 3 months to 27 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
27 Feb 2017
Same period 2016 Same period 2015
Data Modelling
England / North West
Rank 126 148 201
Rank change year-on-year
+22 +53
Permanent jobs citing Data Modelling 119 86 60
As % of all permanent IT jobs located in the North West 1.98% 1.54% 0.86%
As % of the Processes & Methodologies category 2.19% 1.75% 0.98%
Number of salaries quoted 94 75 53
Median salary £45,000 £47,500 £45,500
Median salary % change year-on-year
-5.26% +4.39%
90% offered a salary of more than £33,000 £30,333 £38,800
10% offered a salary of more than £54,000 £58,000 £67,500
UK excluding London median salary £47,500 £47,500 £47,500

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the North West region.

Processes & Methodologies Category
North West
Permanent IT job ads with a match in the
Processes & Methodologies category
5424 4924 6114
As % of all permanent IT jobs located in the North West 90.26% 88.16% 87.68%
Number of salaries quoted 4500 4102 5065
Median salary £42,500 £42,500 £40,000
Median salary % change year-on-year
- +6.25%
90% offered a salary of more than £29,000 £28,000 £27,500
10% offered a salary of more than £60,000 £60,000 £60,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Modelling
Jobs Demand Trend in the North West

The demand trend of job ads across the North West region citing Data Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend 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 across the North West region.

Data Modelling Salary Trend in the North West

Data Modelling
Salary Histogram in the North West

This chart provides a salary histogram for IT jobs citing Data Modelling across the North West region over the 3 months to 27 February 2017.

Data Modelling Salary Histogram 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 3 months to 27 February 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester -17 82 £47,500 -5.00% 4
Merseyside +9 18 £45,000 +38.46% 2
Cheshire +22 9 £37,500 -37.50% 4
Lancashire -9 4 £33,000 +4.83%
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 27 February 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.

1 146 (59.11%) SQL
2 109 (44.13%) Business Intelligence
3 91 (36.84%) SQL Server
4 80 (32.39%) Data Warehouse
5 65 (26.32%) SQL Server Integration Services
6 57 (23.08%) Oracle
7 54 (21.86%) ETL
8 46 (18.62%) SQL Server Reporting Services
9 43 (17.41%) ITIL
10 41 (16.60%) Microsoft
10 41 (16.60%) Analytical Skills
11 40 (16.19%) Data Architecture
11 40 (16.19%) Finance
12 38 (15.38%) Analytics
13 37 (14.98%) Agile Software Development
14 32 (12.96%) Migration
14 32 (12.96%) Relational Database
14 32 (12.96%) Data Migration
15 31 (12.55%) DevOps
15 31 (12.55%) Data Analysis
16 28 (11.34%) T-SQL
17 27 (10.93%) Degree
17 27 (10.93%) SQL Server Analysis Services
18 26 (10.53%) Kimball Methodology
18 26 (10.53%) Data Quality
19 25 (10.12%) Big Data
20 24 (9.72%) Scrum
20 24 (9.72%) Tableau
21 23 (9.31%) E-Commerce
22 22 (8.91%) Security Cleared

Data Modelling
Top Related 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 12 (4.86%) SAS
2 10 (4.05%) Confluence
2 10 (4.05%) Elasticsearch
3 7 (2.83%) SharePoint
4 3 (1.21%) Oracle SOA Suite
4 3 (1.21%) Oracle Workflow
4 3 (1.21%) SAP Portal
5 2 (0.81%) CMS
5 2 (0.81%) Sitecore CMS
6 1 (0.40%) Apache Spark
Applications
1 17 (6.88%) MS Excel
2 6 (2.43%) SPSS
3 2 (0.81%) MS Office
4 1 (0.40%) MS PowerPoint
4 1 (0.40%) MS Project
4 1 (0.40%) SPSS Modeler
Business Applications
1 5 (2.02%) Eloqua
1 5 (2.02%) Oracle EBS R12
2 3 (1.21%) Oracle 11i
2 3 (1.21%) Oracle EBS
2 3 (1.21%) Oracle ERP
3 2 (0.81%) Exstream
3 2 (0.81%) Oracle Applications
3 2 (0.81%) Oracle Procure-to-Pay
4 1 (0.40%) Dynamics AX
4 1 (0.40%) Dynamics CRM
4 1 (0.40%) Oracle Assets
4 1 (0.40%) Oracle Financials
4 1 (0.40%) Oracle General Ledger
4 1 (0.40%) Oracle Payables
4 1 (0.40%) SAP SD
Cloud Services
1 19 (7.69%) Amazon AWS
2 16 (6.48%) Amazon S3
3 10 (4.05%) Amazon EC2
4 7 (2.83%) IaaS
4 7 (2.83%) Microsoft Azure
4 7 (2.83%) PaaS
4 7 (2.83%) SaaS
5 4 (1.62%) Cloud Computing
5 4 (1.62%) Force.com
6 1 (0.40%) Google Analytics
6 1 (0.40%) Google Cloud Platform
6 1 (0.40%) Responsys
Communications & Networking
1 21 (8.50%) Internet
2 10 (4.05%) DNS
2 10 (4.05%) Firewall
2 10 (4.05%) NAS
2 10 (4.05%) SAN
Database & Business Intelligence
1 91 (36.84%) SQL Server
2 80 (32.39%) Data Warehouse
3 65 (26.32%) SQL Server Integration Services
4 46 (18.62%) SQL Server Reporting Services
5 32 (12.96%) Relational Database
6 27 (10.93%) SQL Server Analysis Services
7 25 (10.12%) Big Data
8 21 (8.50%) Power BI
9 20 (8.10%) SQL Server 2008
10 19 (7.69%) Data Mining
10 19 (7.69%) QlikView
11 17 (6.88%) Oracle Database
12 16 (6.48%) NoSQL
13 13 (5.26%) Amazon Redshift
13 13 (5.26%) BusinessObjects
13 13 (5.26%) Siebel EIM
14 11 (4.45%) RDBMS
15 10 (4.05%) PostgreSQL
16 8 (3.24%) SQL Server 2012
17 7 (2.83%) Hadoop
Development Applications
1 12 (4.86%) Team Foundation Server
2 10 (4.05%) Git (software)
2 10 (4.05%) JIRA
3 5 (2.02%) Balsamiq Mockups
3 5 (2.02%) Visual Studio
4 4 (1.62%) Oracle APEX
4 4 (1.62%) Talend Open Studio
5 3 (1.21%) Oracle Forms
6 2 (0.81%) ERwin
6 2 (0.81%) Toad
7 1 (0.40%) JDeveloper
7 1 (0.40%) SQL Server Management Studio (SSMS)
General
1 40 (16.19%) Finance
2 13 (5.26%) Manufacturing
3 11 (4.45%) Banking
3 11 (4.45%) Retail
4 8 (3.24%) Marketing
5 7 (2.83%) Multimedia
6 5 (2.02%) Telecoms
7 4 (1.62%) Games
7 4 (1.62%) Legal
8 2 (0.81%) Corporate Banking
9 1 (0.40%) Pharmaceutical
Job Titles
1 85 (34.41%) Analyst
2 40 (16.19%) Developer
3 32 (12.96%) Business Analyst
4 27 (10.93%) Business Intelligence Analyst
5 26 (10.53%) Architect
6 25 (10.12%) DBA
7 24 (9.72%) SQL DBA
8 22 (8.91%) Data Architect
8 22 (8.91%) Data Modeller
9 21 (8.50%) Data Analyst
10 15 (6.07%) Administrator
10 15 (6.07%) SQL Analyst
10 15 (6.07%) Systems Engineer
11 13 (5.26%) Business Intelligence Developer
12 12 (4.86%) Senior Developer
13 11 (4.45%) Digital Business Analyst
13 11 (4.45%) Senior Architect
13 11 (4.45%) SQL Data Analyst
13 11 (4.45%) SSIS Analyst
14 10 (4.05%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 16 (6.48%) HTML
2 10 (4.05%) Ajax
2 10 (4.05%) jQuery
2 10 (4.05%) MDX
3 4 (1.62%) DHTML
3 4 (1.62%) Visualforce
4 3 (1.21%) .NET
4 3 (1.21%) BAPI
5 2 (0.81%) Java EE
5 2 (0.81%) RESTful
5 2 (0.81%) XML
6 1 (0.40%) Apache Flex
6 1 (0.40%) JDBC
6 1 (0.40%) ODBC
6 1 (0.40%) Oracle ADF
Miscellaneous
1 41 (16.60%) Analytical Skills
2 19 (7.69%) Computer Science
3 18 (7.29%) Management Information System
4 17 (6.88%) iPad
5 15 (6.07%) User Experience
6 11 (4.45%) Data Protection Act
7 4 (1.62%) Algorithms
7 4 (1.62%) Cybercrime
8 3 (1.21%) Credit Risk
8 3 (1.21%) FMCG
9 2 (0.81%) Data Structures
9 2 (0.81%) Taxonomies
10 1 (0.40%) Clustering
10 1 (0.40%) Fintech
10 1 (0.40%) Replication
Operating Systems
1 15 (6.07%) Unix
2 12 (4.86%) Windows
3 10 (4.05%) Android
3 10 (4.05%) Apple iOS
3 10 (4.05%) Mac OS X
4 5 (2.02%) Linux
5 2 (0.81%) Windows Server
Processes & Methodologies
1 109 (44.13%) Business Intelligence
2 54 (21.86%) ETL
3 43 (17.41%) ITIL
4 40 (16.19%) Data Architecture
5 38 (15.38%) Analytics
6 37 (14.98%) Agile Software Development
7 32 (12.96%) Data Migration
7 32 (12.96%) Migration
8 31 (12.55%) Data Analysis
8 31 (12.55%) DevOps
9 26 (10.53%) Kimball Methodology
10 24 (9.72%) Scrum
11 23 (9.31%) E-Commerce
12 22 (8.91%) Visualisation
13 20 (8.10%) CRM
13 20 (8.10%) Data Management
14 19 (7.69%) Data Analytics
14 19 (7.69%) Data Integration
15 18 (7.29%) Business Analysis
15 18 (7.29%) Continuous Integration
Programming Languages
1 146 (59.11%) SQL
2 28 (11.34%) T-SQL
3 21 (8.50%) VBA
4 17 (6.88%) PL/SQL
5 15 (6.07%) JavaScript
6 14 (5.67%) Shell Script
7 11 (4.45%) PowerShell
8 10 (4.05%) PHP
8 10 (4.05%) R
9 9 (3.64%) Java
9 9 (3.64%) Python
10 7 (2.83%) C#
11 6 (2.43%) C
12 4 (1.62%) Apex Code
13 3 (1.21%) ABAP
13 3 (1.21%) SAPscript
14 1 (0.40%) Data Analysis Expressions (DAX)
14 1 (0.40%) VB.NET
Qualifications
1 27 (10.93%) Degree
2 22 (8.91%) Security Cleared
3 13 (5.26%) SC Cleared
4 10 (4.05%) PhD
5 9 (3.64%) DV Cleared
5 9 (3.64%) Microsoft Certification
6 7 (2.83%) MCSA
7 3 (1.21%) ISEB
8 2 (0.81%) IIBA
9 1 (0.40%) ISTQB
Quality Assurance & Compliance
1 26 (10.53%) Data Quality
2 17 (6.88%) PCI DSS
3 10 (4.05%) ISO/IEC 27001
4 9 (3.64%) QA
5 7 (2.83%) SLA
6 4 (1.62%) IFRS
6 4 (1.62%) IFRS 9
7 2 (0.81%) COBIT
7 2 (0.81%) IAS 39
System Software
1 10 (4.05%) VMware ESX
1 10 (4.05%) VMware ESXi
2 1 (0.40%) Docker
Systems Management
1 10 (4.05%) SCOM
2 1 (0.40%) SQL Sentry
Vendors
1 57 (23.08%) Oracle
2 41 (16.60%) Microsoft
3 24 (9.72%) Tableau
4 19 (7.69%) Informatica
5 18 (7.29%) SAP
6 13 (5.26%) Siebel
6 13 (5.26%) Teradata
7 10 (4.05%) VMware
8 9 (3.64%) Salesforce.com
9 5 (2.02%) Atlassian
9 5 (2.02%) Hyperion
10 4 (1.62%) Talend
11 3 (1.21%) Cloudera
12 2 (0.81%) Ab Initio
12 2 (0.81%) Alteryx
12 2 (0.81%) Cognizant
12 2 (0.81%) Google
12 2 (0.81%) HP
12 2 (0.81%) IBM
12 2 (0.81%) Sitecore
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