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 26 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
26 Sep 2016
Same period 2015 Same period 2014
Data Modelling
Rank 138 180 144
Rank change year-on-year
+42 -36
Permanent jobs citing Data Modelling 125 88 127
As % of all permanent IT jobs located in the North West 1.97% 1.32% 1.72%
As % of the Processes & Methodologies category 2.23% 1.49% 1.98%
Number of salaries quoted 79 77 104
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £32,500 £30,459 £31,439
10% offered a salary of more than £56,600 £67,000 £53,650
UK excluding London median salary £47,500 £50,000 £45,000
% change year-on-year
-5.00% +11.11%
Data Modelling
England

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
5606 5898 6406
As % of all permanent IT jobs located in the North West 88.20% 88.44% 86.61%
Number of salaries quoted 4684 4896 5237
Median salary £42,500 £42,000 £40,000
Median salary % change year-on-year
+1.19% +5.00%
90% offered a salary of more than £29,000 £28,500 £27,500
10% offered a salary of more than £60,000 £58,000 £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 26 September 2016.

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 26 September 2016. 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
(Click see detailed
statistics and trends)
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 -2 64 £50,000 -4.76% 7
Cheshire +55 37 £37,500 -21.05% 3
Merseyside - 20 £45,000 - 3
Lancashire -2 3 £49,750 +63.33% 2
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 26 September 2016, 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.

1 119 (62.63%) SQL
2 81 (42.63%) Business Intelligence
3 74 (38.95%) SQL Server
4 58 (30.53%) Data Warehouse
5 54 (28.42%) Agile Software Development
6 46 (24.21%) Finance
7 43 (22.63%) Microsoft
8 42 (22.11%) ETL
9 37 (19.47%) Analytics
10 33 (17.37%) SQL Server Integration Services
11 31 (16.32%) Oracle
12 27 (14.21%) Retail
13 26 (13.68%) Big Data
13 26 (13.68%) Analytical Skills
14 24 (12.63%) Logical Data Model
14 24 (12.63%) SQL Server Reporting Services
14 24 (12.63%) UML
15 22 (11.58%) Project Management
15 22 (11.58%) SDLC
16 21 (11.05%) Data Quality
16 21 (11.05%) Data Analysis
16 21 (11.05%) MS Excel
16 21 (11.05%) SAP
17 20 (10.53%) Banking
17 20 (10.53%) Data Architecture
17 20 (10.53%) Visualisation
18 19 (10.00%) SQL Server 2008
18 19 (10.00%) R
18 19 (10.00%) Relational Database
18 19 (10.00%) Scrum

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 (6.32%) Confluence
1 12 (6.32%) Elasticsearch
1 12 (6.32%) SAS
2 4 (2.11%) SAP Portal
3 2 (1.05%) Oracle SOA Suite
4 1 (0.53%) Apache
4 1 (0.53%) Apache Spark
4 1 (0.53%) SharePoint
Applications
1 21 (11.05%) MS Excel
2 16 (8.42%) SPSS
3 12 (6.32%) MS Office
4 4 (2.11%) MS Visio
5 3 (1.58%) Stata
Business Applications
1 4 (2.11%) Exstream
2 2 (1.05%) Dynamics CRM
2 2 (1.05%) SAP SD
3 1 (0.53%) Dynamics AX
3 1 (0.53%) Oracle EBS
3 1 (0.53%) Oracle Retail
3 1 (0.53%) SAP BPC
3 1 (0.53%) SAP Oil and Gas
Cloud Services
1 13 (6.84%) Amazon AWS
2 11 (5.79%) Amazon S3
3 10 (5.26%) Amazon EC2
4 6 (3.16%) Microsoft Azure
5 1 (0.53%) Amazon Kinesis
5 1 (0.53%) AWS Elastic Beanstalk
5 1 (0.53%) Data Lake Analytics
5 1 (0.53%) Google Cloud Platform
5 1 (0.53%) SaaS
Communications & Networking
1 11 (5.79%) SAN
2 10 (5.26%) DNS
2 10 (5.26%) Firewall
2 10 (5.26%) Internet
2 10 (5.26%) NAS
3 1 (0.53%) OpenLDAP
Database & Business Intelligence
1 74 (38.95%) SQL Server
2 58 (30.53%) Data Warehouse
3 33 (17.37%) SQL Server Integration Services
4 26 (13.68%) Big Data
5 24 (12.63%) SQL Server Reporting Services
6 19 (10.00%) Relational Database
6 19 (10.00%) SQL Server 2008
7 18 (9.47%) NoSQL
8 15 (7.89%) Data Mining
8 15 (7.89%) QlikView
9 13 (6.84%) Hadoop
10 12 (6.32%) Amazon Redshift
10 12 (6.32%) Siebel EIM
11 11 (5.79%) Power BI
11 11 (5.79%) SQL Server Analysis Services
12 10 (5.26%) Oracle Database
12 10 (5.26%) SQL Server 2012
13 9 (4.74%) SQL Server 2014
14 8 (4.21%) BusinessObjects
15 7 (3.68%) MongoDB
Development Applications
1 14 (7.37%) JIRA
2 11 (5.79%) Balsamiq Mockups
2 11 (5.79%) Team Foundation Server
3 6 (3.16%) Visual Studio
4 4 (2.11%) Eclipse
4 4 (2.11%) Talend Open Studio
5 1 (0.53%) ERwin
5 1 (0.53%) SQL Server Management Studio (SSMS)
General
1 46 (24.21%) Finance
2 27 (14.21%) Retail
3 20 (10.53%) Banking
4 12 (6.32%) Manufacturing
5 8 (4.21%) Marketing
6 7 (3.68%) Advertising
7 5 (2.63%) Corporate Banking
8 4 (2.11%) Retail Banking
9 2 (1.05%) Games
9 2 (1.05%) Pharmaceutical
9 2 (1.05%) Publishing
10 1 (0.53%) Back Office
10 1 (0.53%) Billing
10 1 (0.53%) Electronics
10 1 (0.53%) Front Office
10 1 (0.53%) Legal
10 1 (0.53%) Telecoms
Job Titles
1 64 (33.68%) Analyst
2 37 (19.47%) Developer
3 27 (14.21%) Business Analyst
4 24 (12.63%) DBA
5 22 (11.58%) SQL DBA
6 20 (10.53%) Administrator
6 20 (10.53%) Data Analyst
7 13 (6.84%) Business Intelligence Developer
8 12 (6.32%) Senior DBA
8 12 (6.32%) Senior SQL DBA
9 11 (5.79%) Consultant
9 11 (5.79%) Technical Analyst
9 11 (5.79%) Technical Business Analyst
10 10 (5.26%) Business Intelligence Analyst
10 10 (5.26%) Data Scientist
11 9 (4.74%) Architect
11 9 (4.74%) Data Architect
11 9 (4.74%) Data Modeller
11 9 (4.74%) Systems Analyst
12 8 (4.21%) Business Intelligence Consultant
Libraries, Frameworks & Software Standards
1 7 (3.68%) .NET
2 4 (2.11%) BAPI
3 3 (1.58%) HTML
4 2 (1.05%) MDX
5 1 (0.53%) Kafka
5 1 (0.53%) Middleware
5 1 (0.53%) Oracle Fusion
5 1 (0.53%) SAML
Miscellaneous
1 26 (13.68%) Analytical Skills
2 20 (10.53%) Visualisation
3 12 (6.32%) Data Integration
4 11 (5.79%) Credit Risk
5 10 (5.26%) Statistics
6 9 (4.74%) Management Information System
7 8 (4.21%) Computer Science
8 6 (3.16%) Data Structures
9 5 (2.63%) Clustering
9 5 (2.63%) Data Protection Act
9 5 (2.63%) Mathematics
9 5 (2.63%) Physics
9 5 (2.63%) Replication
10 4 (2.11%) Algorithms
10 4 (2.11%) FMCG
10 4 (2.11%) Reference Data
11 3 (1.58%) Economics
12 2 (1.05%) Cybercrime
12 2 (1.05%) Taxonomies
13 1 (0.53%) Driving Licence
Operating Systems
1 12 (6.32%) Unix
2 5 (2.63%) Linux
3 2 (1.05%) Windows
3 2 (1.05%) Windows Server
4 1 (0.53%) Windows Server 2008
4 1 (0.53%) Windows Server 2012
Processes & Methodologies
1 81 (42.63%) Business Intelligence
2 54 (28.42%) Agile Software Development
3 42 (22.11%) ETL
4 37 (19.47%) Analytics
5 24 (12.63%) Logical Data Model
5 24 (12.63%) UML
6 22 (11.58%) Project Management
6 22 (11.58%) SDLC
7 21 (11.05%) Data Analysis
8 20 (10.53%) Data Architecture
9 19 (10.00%) Scrum
10 18 (9.47%) Business Analysis
11 17 (8.95%) BPMN
12 15 (7.89%) Migration
12 15 (7.89%) Performance Tuning
12 15 (7.89%) Stakeholder Management
13 13 (6.84%) Data Migration
13 13 (6.84%) DevOps
13 13 (6.84%) User Acceptance Testing
14 12 (6.32%) Customer Engagement
Programming Languages
1 119 (62.63%) SQL
2 19 (10.00%) R
2 19 (10.00%) T-SQL
3 15 (7.89%) Python
4 13 (6.84%) Shell Script
5 12 (6.32%) PL/SQL
6 11 (5.79%) PowerShell
7 6 (3.16%) ABAP
7 6 (3.16%) VBA
8 4 (2.11%) Java
8 4 (2.11%) SAPscript
9 2 (1.05%) C#
9 2 (1.05%) Data Analysis Expressions (DAX)
10 1 (0.53%) C
10 1 (0.53%) C++
10 1 (0.53%) MATLAB
10 1 (0.53%) Tcl
10 1 (0.53%) VB
10 1 (0.53%) VB.NET
10 1 (0.53%) VBScript
Qualifications
1 16 (8.42%) Security Cleared
2 14 (7.37%) Degree
3 12 (6.32%) SC Cleared
4 5 (2.63%) IIBA
4 5 (2.63%) ISEB
4 5 (2.63%) PhD
5 4 (2.11%) DV Cleared
6 1 (0.53%) BPSS Clearance
6 1 (0.53%) CTC Cleared
6 1 (0.53%) Microsoft Certification
6 1 (0.53%) OCP
6 1 (0.53%) Oracle Certification
Quality Assurance & Compliance
1 21 (11.05%) Data Quality
2 12 (6.32%) ISO/IEC 27001
2 12 (6.32%) PCI DSS
3 8 (4.21%) QA
4 2 (1.05%) COBIT
4 2 (1.05%) ISO 9001
System Software
1 10 (5.26%) VMware ESX
1 10 (5.26%) VMware ESXi
2 1 (0.53%) Active Directory
2 1 (0.53%) Docker
2 1 (0.53%) HDFS
2 1 (0.53%) Shibboleth
2 1 (0.53%) SRDF
Systems Management
1 10 (5.26%) SCOM
2 1 (0.53%) LiteSpeed
Vendors
1 43 (22.63%) Microsoft
2 31 (16.32%) Oracle
3 21 (11.05%) SAP
4 16 (8.42%) Informatica
5 15 (7.89%) Teradata
6 14 (7.37%) Tableau
7 12 (6.32%) Siebel
8 10 (5.26%) VMware
9 6 (3.16%) Cognizant
10 5 (2.63%) Cloudera
10 5 (2.63%) HP
11 4 (2.11%) Ab Initio
11 4 (2.11%) GoldenSource
11 4 (2.11%) Google
11 4 (2.11%) Talend
12 3 (1.58%) Netezza
12 3 (1.58%) Vertica
13 2 (1.05%) IBM
14 1 (0.53%) EMC
14 1 (0.53%) Novell
Warrington, Cheshire
Harvey Nash plc
Posted: 3 days ago
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £55,000 per annum
Posted: 3 days ago
Preston, Lancashire
Service Care Solutions Recruitment
Salary: From £32,000 to £45,000 per annum Pension, Childcare, Apple & Microsof
Posted: 5 days ago
Preston, Lancashire
HAYS INFORMATION TECHNOLOGY
Salary: £35000.00 - £45000.00 per annum + fantastic pension and benefits
Posted: 5 days ago
Liverpool, Lancashire
Tata Consultancy services
Salary: Competitive + Excellent Benefits
Posted: 4 days ago
Chester, Cheshire
Applause IT Innovation
Salary: £40000 - £60000 per annum + + Great Benefits
Posted: 6 days ago
Manchester, Lancashire
onezeero.
Salary: £40000 - £45000 per annum + bonus and benefits
Posted: 5 days ago
Cheshire
Robert Walters UK
Salary: £40000 - £50000 per annum
Posted: 13 days ago
Manchester, Lancashire
Evolution Recruitment Solutions
Salary: 50,000-60,000
Posted: 6 days ago
Altrincham
Applause IT Ltd
Salary: £28000 - £35000 per annum + bens
Posted: 16 days ago
Manchester
Adria Solutions Ltd
Salary: £35000 - £42000 per annum + Benefits
Posted: 25 days ago
Liverpool, Lancashire
HMRC
Posted: 17 days ago
Manchester
Hays Specialist Recruitment Ltd
Salary: £20000.00 - £35000.00 per annum
Posted: 26 days ago
Rochdale, Lancashire
Zen Internet Ltd
Salary: From £50,000 to £60,000 per annum depending on experience + benefits
Posted: 26 days ago