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 17 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
17 Jan 2017
Same period 2016 Same period 2015
Data Modelling
England / North West
Rank 144 171 191
Rank change year-on-year
+27 +20
Permanent jobs citing Data Modelling 105 61 70
As % of all permanent IT jobs located in the North West 1.77% 1.12% 1.04%
As % of the Processes & Methodologies category 1.99% 1.28% 1.21%
Number of salaries quoted 90 53 61
Median salary £41,500 £50,000 £43,500
Median salary % change year-on-year
-17.00% +14.94%
90% offered a salary of more than £33,000 £31,500 £32,500
10% offered a salary of more than £55,000 £55,000 £65,000
UK excluding London median salary £47,500 £47,500 £45,000
% change year-on-year
- +5.55%

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
5272 4766 5790
As % of all permanent IT jobs located in the North West 88.96% 87.55% 86.35%
Number of salaries quoted 4421 3962 4954
Median salary £42,500 £41,500 £40,000
Median salary % change year-on-year
+2.40% +3.75%
90% offered a salary of more than £28,000 £28,500 £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 17 January 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 17 January 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 +1 67 £41,500 -20.19% 10
Merseyside 0 17 £45,000 +46.34% 1
Lancashire -8 9 £33,000 +4.83% 1
Cheshire +13 8 £37,500 -25.00% 8
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 17 January 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.

1 153 (64.02%) SQL
2 120 (50.21%) Business Intelligence
3 107 (44.77%) SQL Server
4 84 (35.15%) Data Warehouse
5 71 (29.71%) SQL Server Integration Services
6 60 (25.10%) ETL
7 54 (22.59%) SQL Server Reporting Services
8 50 (20.92%) Oracle
9 47 (19.67%) Microsoft
9 47 (19.67%) Finance
10 45 (18.83%) Analytics
11 43 (17.99%) Agile Software Development
12 39 (16.32%) ITIL
13 36 (15.06%) Data Analysis
14 33 (13.81%) T-SQL
14 33 (13.81%) Analytical Skills
15 31 (12.97%) Relational Database
15 31 (12.97%) DevOps
15 31 (12.97%) Big Data
15 31 (12.97%) Data Architecture
16 30 (12.55%) SQL Server Analysis Services
16 30 (12.55%) Scrum
17 29 (12.13%) Data Quality
17 29 (12.13%) Kimball Methodology
18 27 (11.30%) Migration
19 25 (10.46%) Data Migration
19 25 (10.46%) SQL Server 2008
19 25 (10.46%) Power BI
20 24 (10.04%) VBA
20 24 (10.04%) Data Mining

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 14 (5.86%) Elasticsearch
1 14 (5.86%) SAS
2 11 (4.60%) Confluence
3 7 (2.93%) SAP Portal
3 7 (2.93%) SharePoint
4 2 (0.84%) Oracle SOA Suite
5 1 (0.42%) Apache Spark
Applications
1 21 (8.79%) MS Excel
2 10 (4.18%) SPSS
3 3 (1.26%) MS Office
3 3 (1.26%) MS Visio
4 1 (0.42%) Stata
Business Applications
1 4 (1.67%) Eloqua
1 4 (1.67%) Exstream
2 3 (1.26%) Oracle 11i
2 3 (1.26%) Oracle EBS R12
2 3 (1.26%) Oracle ERP
3 2 (0.84%) Dynamics AX
4 1 (0.42%) Dynamics CRM
4 1 (0.42%) Oracle Financials
4 1 (0.42%) SAP SD
Cloud Services
1 19 (7.95%) Amazon AWS
2 16 (6.69%) Amazon S3
3 14 (5.86%) Amazon EC2
4 10 (4.18%) Microsoft Azure
5 7 (2.93%) IaaS
5 7 (2.93%) PaaS
5 7 (2.93%) SaaS
6 4 (1.67%) Cloud Computing
6 4 (1.67%) Force.com
7 1 (0.42%) Data Lake Analytics
7 1 (0.42%) Google Analytics
7 1 (0.42%) Google Cloud Platform
7 1 (0.42%) Responsys
Communications & Networking
1 17 (7.11%) Internet
2 14 (5.86%) DNS
2 14 (5.86%) Firewall
2 14 (5.86%) NAS
2 14 (5.86%) SAN
Database & Business Intelligence
1 107 (44.77%) SQL Server
2 84 (35.15%) Data Warehouse
3 71 (29.71%) SQL Server Integration Services
4 54 (22.59%) SQL Server Reporting Services
5 31 (12.97%) Big Data
5 31 (12.97%) Relational Database
6 30 (12.55%) SQL Server Analysis Services
7 25 (10.46%) Power BI
7 25 (10.46%) SQL Server 2008
8 24 (10.04%) Data Mining
9 21 (8.79%) NoSQL
10 19 (7.95%) QlikView
11 17 (7.11%) Amazon Redshift
12 14 (5.86%) Oracle Database
13 13 (5.44%) BusinessObjects
14 12 (5.02%) Hadoop
14 12 (5.02%) Siebel EIM
15 11 (4.60%) RDBMS
16 10 (4.18%) SQL Server 2012
17 8 (3.35%) Star Schema
Development Applications
1 16 (6.69%) Team Foundation Server
2 11 (4.60%) JIRA
3 8 (3.35%) Visual Studio
4 6 (2.51%) Balsamiq Mockups
5 4 (1.67%) Oracle APEX
6 3 (1.26%) Git (software)
7 2 (0.84%) Eclipse
7 2 (0.84%) ERwin
8 1 (0.42%) SQL Server Management Studio (SSMS)
8 1 (0.42%) Talend Open Studio
General
1 47 (19.67%) Finance
2 21 (8.79%) Banking
3 19 (7.95%) Retail
4 12 (5.02%) Manufacturing
5 9 (3.77%) Marketing
6 7 (2.93%) Multimedia
7 5 (2.09%) Corporate Banking
8 4 (1.67%) Games
8 4 (1.67%) Telecoms
9 3 (1.26%) Retail Banking
10 2 (0.84%) Legal
10 2 (0.84%) Pharmaceutical
11 1 (0.42%) Advertising
11 1 (0.42%) Back Office
11 1 (0.42%) Front Office
Job Titles
1 90 (37.66%) Analyst
2 42 (17.57%) Developer
3 32 (13.39%) DBA
4 31 (12.97%) SQL DBA
5 27 (11.30%) Business Analyst
5 27 (11.30%) Business Intelligence Analyst
6 24 (10.04%) Data Analyst
7 22 (9.21%) Administrator
8 16 (6.69%) SQL Analyst
9 14 (5.86%) Senior DBA
9 14 (5.86%) Senior SQL DBA
10 13 (5.44%) Architect
10 13 (5.44%) Business Intelligence Developer
10 13 (5.44%) Consultant
10 13 (5.44%) Data Architect
11 12 (5.02%) Data Modeller
12 11 (4.60%) Data Warehouse Analyst
12 11 (4.60%) Senior Analyst
12 11 (4.60%) SSIS Analyst
12 11 (4.60%) Systems Engineer
Libraries, Frameworks & Software Standards
1 10 (4.18%) HTML
1 10 (4.18%) MDX
2 7 (2.93%) BAPI
3 4 (1.67%) .NET
3 4 (1.67%) DHTML
3 4 (1.67%) Visualforce
4 3 (1.26%) Ajax
4 3 (1.26%) jQuery
Miscellaneous
1 33 (13.81%) Analytical Skills
2 22 (9.21%) Visualisation
3 19 (7.95%) Data Integration
4 16 (6.69%) Computer Science
5 15 (6.28%) Management Information System
6 13 (5.44%) Data Protection Act
7 12 (5.02%) iPad
7 12 (5.02%) Statistics
8 10 (4.18%) Credit Risk
9 7 (2.93%) FMCG
10 5 (2.09%) Data Structures
10 5 (2.09%) Performance Metrics
10 5 (2.09%) User Experience
11 4 (1.67%) Cybercrime
11 4 (1.67%) Physics
12 3 (1.26%) Algorithms
12 3 (1.26%) Mathematics
12 3 (1.26%) Reference Data
13 2 (0.84%) Taxonomies
14 1 (0.42%) Data Conversion
Operating Systems
1 12 (5.02%) Unix
2 5 (2.09%) Linux
3 3 (1.26%) Android
3 3 (1.26%) Apple iOS
3 3 (1.26%) Mac OS X
3 3 (1.26%) Windows
Processes & Methodologies
1 120 (50.21%) Business Intelligence
2 60 (25.10%) ETL
3 45 (18.83%) Analytics
4 43 (17.99%) Agile Software Development
5 39 (16.32%) ITIL
6 36 (15.06%) Data Analysis
7 31 (12.97%) Data Architecture
7 31 (12.97%) DevOps
8 30 (12.55%) Scrum
9 29 (12.13%) Kimball Methodology
10 27 (11.30%) Migration
11 25 (10.46%) Data Migration
12 22 (9.21%) Data Analytics
12 22 (9.21%) Performance Tuning
13 19 (7.95%) CRM
13 19 (7.95%) Logical Data Model
14 17 (7.11%) Data Management
14 17 (7.11%) Project Management
14 17 (7.11%) Requirements Management
15 16 (6.69%) Software Engineering
Programming Languages
1 153 (64.02%) SQL
2 33 (13.81%) T-SQL
3 24 (10.04%) VBA
4 16 (6.69%) Python
5 15 (6.28%) PowerShell
6 13 (5.44%) PL/SQL
6 13 (5.44%) R
7 12 (5.02%) Shell Script
8 7 (2.93%) ABAP
8 7 (2.93%) JavaScript
8 7 (2.93%) SAPscript
9 6 (2.51%) C#
10 5 (2.09%) C
10 5 (2.09%) Java
11 4 (1.67%) Apex Code
12 3 (1.26%) PHP
13 1 (0.42%) Data Analysis Expressions (DAX)
13 1 (0.42%) VB
13 1 (0.42%) VB.NET
Qualifications
1 21 (8.79%) Security Cleared
2 17 (7.11%) Degree
3 12 (5.02%) SC Cleared
4 9 (3.77%) DV Cleared
4 9 (3.77%) Microsoft Certification
5 7 (2.93%) MCSA
6 6 (2.51%) ISEB
7 5 (2.09%) IIBA
8 4 (1.67%) PhD
9 1 (0.42%) ISTQB
Quality Assurance & Compliance
1 29 (12.13%) Data Quality
2 21 (8.79%) PCI DSS
3 14 (5.86%) ISO/IEC 27001
4 8 (3.35%) QA
5 7 (2.93%) SLA
6 2 (0.84%) COBIT
6 2 (0.84%) IAS 39
System Software
1 14 (5.86%) VMware ESX
1 14 (5.86%) VMware ESXi
Systems Management
1 14 (5.86%) SCOM
Vendors
1 50 (20.92%) Oracle
2 47 (19.67%) Microsoft
3 22 (9.21%) SAP
4 21 (8.79%) Informatica
5 19 (7.95%) Tableau
6 18 (7.53%) Teradata
7 14 (5.86%) VMware
8 12 (5.02%) Siebel
9 8 (3.35%) Salesforce.com
10 5 (2.09%) Ab Initio
10 5 (2.09%) Atlassian
10 5 (2.09%) Cloudera
10 5 (2.09%) Cognizant
10 5 (2.09%) HP
10 5 (2.09%) Hyperion
11 3 (1.26%) GoldenSource
11 3 (1.26%) Netezza
12 2 (0.84%) Google
12 2 (0.84%) IBM
12 2 (0.84%) JD Edwards
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