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

3 months to
2 May 2016
Same period 2015 Same period 2014
Data Modeling
Rank 142 205 171
Rank change year-on-year
+63 -34
Permanent jobs citing Data Modelling 96 53 94
As % of all permanent IT jobs located in the North West 1.69% 0.81% 1.32%
As % of the Processes & Methodologies category 1.95% 0.92% 1.54%
Number of salaries quoted 74 44 82
Median salary £45,000 £45,250 £45,000
Median salary % change year-on-year
-0.55% +0.55%
90% offered a salary of more than £29,438 £32,550 £37,500
10% offered a salary of more than £60,000 £60,000 £56,500
UK excluding London median salary £47,500 £47,500 £45,000
% change year-on-year
- +5.55%
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
4912 5748 6113
As % of all permanent IT jobs located in the North West 86.71% 87.44% 85.60%
Number of salaries quoted 4140 4573 4925
Median salary £42,500 £40,000 £39,000
Median salary % change year-on-year
+6.25% +2.56%
90% offered a salary of more than £27,500 £27,500 £26,500
10% offered a salary of more than £60,000 £55,300 £57,500
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

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 2 May 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 2 May 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 +54 76 £50,000 +4.16% 9
Cheshire +24 9 £44,500 +7.22% 1
Lancashire +3 6 £37,500 +21.09% 3
Merseyside +3 3 £42,250 -29.58%
Cumbria - 2 £36,140 -
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 2 May 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.

1 111 (66.47%) SQL
2 71 (42.51%) Agile Software Development
3 66 (39.52%) Microsoft
4 58 (34.73%) Business Intelligence
5 54 (32.34%) SQL Server
6 49 (29.34%) Logical Data Model
7 46 (27.54%) Project Management
8 44 (26.35%) SDLC
9 41 (24.55%) UML
9 41 (24.55%) SQL Server Reporting Services
10 38 (22.75%) SQL Server Integration Services
11 37 (22.16%) Data Warehouse
12 36 (21.56%) Visualisation
13 35 (20.96%) Stakeholder Management
14 33 (19.76%) Finance
14 33 (19.76%) Physical Data Model
15 32 (19.16%) ETL
15 32 (19.16%) BPMN
16 30 (17.96%) Requirements Management
16 30 (17.96%) Requirements Analysis
16 30 (17.96%) Software Delivery
17 29 (17.37%) T-SQL
18 28 (16.77%) SQL Server 2008
19 25 (14.97%) JIRA
19 25 (14.97%) User Acceptance Testing
19 25 (14.97%) MS Office
19 25 (14.97%) Presales
19 25 (14.97%) Balsamiq Mockups
19 25 (14.97%) Confluence
20 24 (14.37%) Analytics

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 25 (14.97%) Confluence
2 13 (7.78%) Apache
2 13 (7.78%) Mule
2 13 (7.78%) WebSphere
3 10 (5.99%) Elasticsearch
4 6 (3.59%) SAS
5 2 (1.20%) Oracle Workflow
6 1 (0.60%) ArcGIS
6 1 (0.60%) ArcSDE
6 1 (0.60%) SharePoint
Applications
1 25 (14.97%) MS Office
2 21 (12.57%) MS Excel
3 4 (2.40%) SPSS
4 2 (1.20%) MS PowerPoint
5 1 (0.60%) MS Visio
Business Applications
1 4 (2.40%) Dynamics CRM
2 3 (1.80%) Oracle EBS
2 3 (1.80%) SAP FI
3 2 (1.20%) Oracle Applications
3 2 (1.20%) Oracle Assets
3 2 (1.20%) Oracle EBS R12
3 2 (1.20%) Oracle General Ledger
3 2 (1.20%) Oracle Payables
3 2 (1.20%) Oracle Procure-to-Pay
4 1 (0.60%) Oracle Retail
4 1 (0.60%) SAP BPC
4 1 (0.60%) SAP Oil and Gas
Cloud Services
1 18 (10.78%) Amazon AWS
2 17 (10.18%) Amazon S3
3 16 (9.58%) Amazon EC2
4 13 (7.78%) SaaS
5 12 (7.19%) Google Cloud Platform
5 12 (7.19%) PaaS
6 1 (0.60%) Amazon Kinesis
6 1 (0.60%) AWS Elastic Beanstalk
Communications & Networking
1 4 (2.40%) Internet
2 2 (1.20%) HTTPS
3 1 (0.60%) SAN
Database & Business Intelligence
1 54 (32.34%) SQL Server
2 41 (24.55%) SQL Server Reporting Services
3 38 (22.75%) SQL Server Integration Services
4 37 (22.16%) Data Warehouse
5 28 (16.77%) SQL Server 2008
6 16 (9.58%) SQL Server Analysis Services
7 13 (7.78%) Apache Cassandra
7 13 (7.78%) Couchbase
7 13 (7.78%) Hazelcast
8 10 (5.99%) Big Data
8 10 (5.99%) Microsoft Analysis Services
8 10 (5.99%) MongoDB
8 10 (5.99%) Neo4j
8 10 (5.99%) NoSQL
8 10 (5.99%) SQL Server 2012
9 9 (5.39%) Relational Database
10 8 (4.79%) Data Mining
10 8 (4.79%) PowerPivot
10 8 (4.79%) SQL Server 2014
11 7 (4.19%) DB2
Development Applications
1 25 (14.97%) Balsamiq Mockups
1 25 (14.97%) JIRA
2 15 (8.98%) Git (software)
3 13 (7.78%) git-flow
3 13 (7.78%) Hudson
3 13 (7.78%) Jenkins
3 13 (7.78%) Maven
4 4 (2.40%) ERwin
5 2 (1.20%) Oracle Forms
5 2 (1.20%) Subversion
5 2 (1.20%) Talend Open Studio
5 2 (1.20%) Team Foundation Server
5 2 (1.20%) Toad
General
1 33 (19.76%) Finance
2 22 (13.17%) Retail
3 7 (4.19%) Advertising
3 7 (4.19%) Banking
4 4 (2.40%) Manufacturing
5 3 (1.80%) Marketing
5 3 (1.80%) Pharmaceutical
6 1 (0.60%) Electronics
6 1 (0.60%) Financial Institution
6 1 (0.60%) Games
6 1 (0.60%) Telecoms
Job Titles
1 69 (41.32%) Analyst
2 46 (27.54%) Developer
3 40 (23.95%) Business Analyst
4 25 (14.97%) Technical Analyst
4 25 (14.97%) Technical Business Analyst
5 21 (12.57%) DBA
5 21 (12.57%) Systems Analyst
6 20 (11.98%) SQL DBA
7 18 (10.78%) Data Analyst
8 15 (8.98%) Business Intelligence Developer
8 15 (8.98%) SQL Developer
9 14 (8.38%) Architect
10 13 (7.78%) Software Engineer
11 12 (7.19%) Java Developer
11 12 (7.19%) Java Engineer
11 12 (7.19%) Java Software Engineer
12 11 (6.59%) Developer/Software Engineer
12 11 (6.59%) Java Software Developer
12 11 (6.59%) Senior Developer
12 11 (6.59%) SOA Developer
Libraries, Frameworks & Software Standards
1 14 (8.38%) Middleware
2 13 (7.78%) Apache Avro
2 13 (7.78%) Apache Camel
2 13 (7.78%) Apache Thrift
2 13 (7.78%) EDI
2 13 (7.78%) JMS
2 13 (7.78%) JSON
2 13 (7.78%) Protocol Buffers
2 13 (7.78%) SOAP
2 13 (7.78%) XML
2 13 (7.78%) ZeroMQ
3 6 (3.59%) MDX
4 4 (2.40%) Web Services
5 2 (1.20%) Entity Framework
5 2 (1.20%) NHibernate
6 1 (0.60%) .NET
6 1 (0.60%) Natural Language Processing
6 1 (0.60%) NumPy
6 1 (0.60%) ODBC
6 1 (0.60%) Oracle Fusion
Miscellaneous
1 36 (21.56%) Visualisation
2 17 (10.18%) Algorithms
3 12 (7.19%) Replication
4 11 (6.59%) Data Extraction
5 10 (5.99%) Analytical Skills
5 10 (5.99%) Data Structures
6 6 (3.59%) Clustering
7 5 (2.99%) User Experience
8 4 (2.40%) Data Integration
8 4 (2.40%) Taxonomies
9 3 (1.80%) Computer Science
9 3 (1.80%) Credit Risk
9 3 (1.80%) FMCG
9 3 (1.80%) Management Information System
9 3 (1.80%) Mathematics
9 3 (1.80%) Physics
9 3 (1.80%) Statistics
10 2 (1.20%) NHS
11 1 (0.60%) IBM XIV
11 1 (0.60%) Social Media
Operating Systems
1 2 (1.20%) Windows
2 1 (0.60%) Linux
2 1 (0.60%) Unix
2 1 (0.60%) Windows Server
Processes & Methodologies
1 71 (42.51%) Agile Software Development
2 58 (34.73%) Business Intelligence
3 49 (29.34%) Logical Data Model
4 46 (27.54%) Project Management
5 44 (26.35%) SDLC
6 41 (24.55%) UML
7 35 (20.96%) Stakeholder Management
8 33 (19.76%) Physical Data Model
9 32 (19.16%) BPMN
9 32 (19.16%) ETL
10 30 (17.96%) Requirements Analysis
10 30 (17.96%) Requirements Management
10 30 (17.96%) Software Delivery
11 25 (14.97%) Presales
11 25 (14.97%) User Acceptance Testing
12 24 (14.37%) Analytics
13 19 (11.38%) Data Management
14 18 (10.78%) SOA
15 17 (10.18%) Performance Tuning
16 16 (9.58%) Business Analysis
Programming Languages
1 111 (66.47%) SQL
2 29 (17.37%) T-SQL
3 18 (10.78%) Java
4 5 (2.99%) Python
5 3 (1.80%) VBA
6 2 (1.20%) PL/SQL
6 2 (1.20%) R
6 2 (1.20%) VBScript
7 1 (0.60%) C
7 1 (0.60%) C++
7 1 (0.60%) JavaScript
7 1 (0.60%) MATLAB
7 1 (0.60%) PowerShell
7 1 (0.60%) Scala
Qualifications
1 10 (5.99%) Degree
2 3 (1.80%) PhD
3 2 (1.20%) DV Cleared
3 2 (1.20%) MCITP
3 2 (1.20%) Microsoft Certification
3 2 (1.20%) SC Cleared
3 2 (1.20%) Security Cleared
4 1 (0.60%) HND
4 1 (0.60%) OCP
4 1 (0.60%) Oracle Certification
Quality Assurance & Compliance
1 18 (10.78%) QA
2 10 (5.99%) Data Quality
3 6 (3.59%) ISO 9001
3 6 (3.59%) ISO/IEC 27001
3 6 (3.59%) PCI DSS
4 1 (0.60%) COBIT
System Software
1 14 (8.38%) Docker
2 2 (1.20%) Firmware
3 1 (0.60%) SRDF
Systems Management
1 1 (0.60%) LiteSpeed
Vendors
1 66 (39.52%) Microsoft
2 18 (10.78%) Oracle
3 14 (8.38%) Google
4 13 (7.78%) webMethods
4 13 (7.78%) WSO2
5 8 (4.79%) Teradata
6 7 (4.19%) SAP
7 6 (3.59%) Tableau
8 5 (2.99%) Informatica
9 3 (1.80%) Cognos
9 3 (1.80%) MicroStrategy
9 3 (1.80%) Salesforce.com
10 2 (1.20%) Ab Initio
10 2 (1.20%) Greenplum
10 2 (1.20%) Talend
11 1 (0.60%) Cognizant
11 1 (0.60%) EMC
11 1 (0.60%) IFS
11 1 (0.60%) Remedy
11 1 (0.60%) Vertica
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £60,000 to £70,000 per annum plus excellent additional benefits
Posted: 3 days ago
Manchester, Lancashire
Rullion IT Plus
Posted: 4 days ago
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £55,000 per annum
Posted: 4 days ago
Manchester
People Source Consulting
Salary: £45000 - £53000 per annum + 12.5% Bonus
Posted: 7 days ago
Lancashire
Capita plc
Posted: 11 days ago
Manchester
Hays Specialist Recruitment Ltd
Salary: £40000.00 - £50000.00 per annum + Benefits
Posted: 14 days ago
Blackburn
Applause IT Ltd
Salary: £36000 - £45000 per annum
Posted: 16 days ago
Skelmersdale
Hays Specialist Recruitment Ltd
Salary: £35000.00 - £40000.00 per annum + Benefits
Posted: 17 days ago
Manchester
Hays Specialist Recruitment Ltd
Salary: £60000.00 - £72000.00 per annum + Benefits
Posted: 27 days ago