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

3 months to
27 Jul 2016
Same period 2015 Same period 2014
Data Modelling
Rank 169 200 137
Rank change year-on-year
+31 -63
Permanent jobs citing Data Modelling 74 58 129
As % of all permanent IT jobs located in the North West 1.26% 0.88% 1.83%
As % of the Processes & Methodologies category 1.45% 0.99% 2.14%
Number of salaries quoted 54 46 106
Median salary £39,500 £42,500 £39,000
Median salary % change year-on-year
-7.05% +8.97%
90% offered a salary of more than £30,000 £35,000 £32,500
10% offered a salary of more than £55,000 £55,000 £52,300
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
5103 5841 6042
As % of all permanent IT jobs located in the North West 87.10% 88.80% 85.59%
Number of salaries quoted 4250 4733 4780
Median salary £42,500 £40,000 £40,000
Median salary % change year-on-year
+6.25% -
90% offered a salary of more than £28,500 £27,500 £27,500
10% offered a salary of more than £62,500 £57,500 £60,000
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 27 July 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 27 July 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 +16 36 £45,000 +0.55% 8
Merseyside +8 18 £45,000 -32.33% 1
Cheshire +34 16 £31,250 -21.87% 10
Lancashire +18 3 £38,500 -18.94% 2
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 27 July 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.

1 113 (66.86%) SQL
2 75 (44.38%) Business Intelligence
3 61 (36.09%) SQL Server
4 57 (33.73%) Agile Software Development
5 56 (33.14%) Microsoft
6 46 (27.22%) Data Warehouse
7 41 (24.26%) Finance
8 38 (22.49%) UML
9 37 (21.89%) SQL Server Integration Services
10 35 (20.71%) ETL
10 35 (20.71%) Analytics
11 34 (20.12%) SDLC
12 33 (19.53%) Logical Data Model
13 32 (18.93%) Project Management
14 28 (16.57%) SQL Server Reporting Services
15 26 (15.38%) Retail
15 26 (15.38%) MS Excel
16 24 (14.20%) Oracle
17 23 (13.61%) Stakeholder Management
17 23 (13.61%) SQL Server 2008
18 22 (13.02%) T-SQL
19 21 (12.43%) BPMN
20 20 (11.83%) Visualisation
21 19 (11.24%) User Acceptance Testing
21 19 (11.24%) JIRA
21 19 (11.24%) Business Analysis
22 18 (10.65%) SAP
23 17 (10.06%) Requirements Analysis
23 17 (10.06%) MS Office
23 17 (10.06%) Confluence

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 17 (10.06%) Confluence
2 12 (7.10%) Elasticsearch
3 7 (4.14%) SAS
4 2 (1.18%) Apache
4 2 (1.18%) Oracle SOA Suite
4 2 (1.18%) Oracle Workflow
5 1 (0.59%) ArcGIS
5 1 (0.59%) ArcSDE
5 1 (0.59%) Mule
5 1 (0.59%) SharePoint
5 1 (0.59%) WebSphere
Applications
1 26 (15.38%) MS Excel
2 17 (10.06%) MS Office
3 10 (5.92%) SPSS
4 3 (1.78%) MS Visio
4 3 (1.78%) Stata
Business Applications
1 3 (1.78%) Oracle EBS
1 3 (1.78%) SAP FI
2 2 (1.18%) Oracle Applications
2 2 (1.18%) Oracle Assets
2 2 (1.18%) Oracle EBS R12
2 2 (1.18%) Oracle General Ledger
2 2 (1.18%) Oracle Payables
2 2 (1.18%) Oracle Procure-to-Pay
2 2 (1.18%) SAP SD
3 1 (0.59%) Dynamics CRM
3 1 (0.59%) Oracle Retail
3 1 (0.59%) SAP BPC
3 1 (0.59%) SAP Oil and Gas
Cloud Services
1 9 (5.33%) Amazon AWS
2 7 (4.14%) Amazon S3
3 6 (3.55%) Amazon EC2
4 1 (0.59%) Amazon Kinesis
4 1 (0.59%) AWS Elastic Beanstalk
4 1 (0.59%) SaaS
Communications & Networking
1 6 (3.55%) Internet
2 5 (2.96%) SAN
3 4 (2.37%) DNS
3 4 (2.37%) Firewall
3 4 (2.37%) NAS
4 1 (0.59%) OpenLDAP
Database & Business Intelligence
1 61 (36.09%) SQL Server
2 46 (27.22%) Data Warehouse
3 37 (21.89%) SQL Server Integration Services
4 28 (16.57%) SQL Server Reporting Services
5 23 (13.61%) SQL Server 2008
6 14 (8.28%) Big Data
6 14 (8.28%) Relational Database
7 13 (7.69%) SQL Server 2012
8 12 (7.10%) NoSQL
9 11 (6.51%) BusinessObjects
10 10 (5.92%) SQL Server Analysis Services
11 9 (5.33%) Data Mining
11 9 (5.33%) SQL Server 2014
12 8 (4.73%) Hadoop
12 8 (4.73%) MongoDB
12 8 (4.73%) Neo4j
12 8 (4.73%) QlikView
13 7 (4.14%) Amazon Redshift
14 6 (3.55%) Enterprise Data Warehouse
14 6 (3.55%) Power BI
Development Applications
1 19 (11.24%) JIRA
2 17 (10.06%) Balsamiq Mockups
3 5 (2.96%) Team Foundation Server
4 4 (2.37%) Eclipse
4 4 (2.37%) ERwin
4 4 (2.37%) Talend Open Studio
5 2 (1.18%) Git (software)
5 2 (1.18%) Oracle Forms
5 2 (1.18%) Toad
5 2 (1.18%) Visual Studio
6 1 (0.59%) git-flow
6 1 (0.59%) Hudson
6 1 (0.59%) Jenkins
6 1 (0.59%) Maven
6 1 (0.59%) Subversion
General
1 41 (24.26%) Finance
2 26 (15.38%) Retail
3 9 (5.33%) Advertising
3 9 (5.33%) Banking
3 9 (5.33%) Manufacturing
4 7 (4.14%) Marketing
5 3 (1.78%) Pharmaceutical
6 2 (1.18%) Publishing
6 2 (1.18%) Retail Banking
7 1 (0.59%) Billing
7 1 (0.59%) Electronics
7 1 (0.59%) Financial Institution
7 1 (0.59%) Telecoms
Job Titles
1 68 (40.24%) Analyst
2 34 (20.12%) Developer
3 30 (17.75%) Business Analyst
4 21 (12.43%) Data Analyst
5 19 (11.24%) DBA
6 18 (10.65%) SQL DBA
7 17 (10.06%) Business Intelligence Developer
7 17 (10.06%) Technical Analyst
7 17 (10.06%) Technical Business Analyst
8 16 (9.47%) Systems Analyst
9 11 (6.51%) Business Intelligence Analyst
9 11 (6.51%) SQL Developer
10 10 (5.92%) Administrator
10 10 (5.92%) Senior DBA
10 10 (5.92%) Senior SQL DBA
11 9 (5.33%) SQL Server DBA
11 9 (5.33%) SSIS Developer
12 8 (4.73%) Business Intelligence Data Analyst
12 8 (4.73%) Data Scientist
12 8 (4.73%) Data Warehouse Analyst
Libraries, Frameworks & Software Standards
1 5 (2.96%) .NET
2 2 (1.18%) Middleware
2 2 (1.18%) Web Services
3 1 (0.59%) Apache Avro
3 1 (0.59%) Apache Camel
3 1 (0.59%) Apache Thrift
3 1 (0.59%) EDI
3 1 (0.59%) JMS
3 1 (0.59%) JSON
3 1 (0.59%) Kafka
3 1 (0.59%) MDX
3 1 (0.59%) ODBC
3 1 (0.59%) Oracle Fusion
3 1 (0.59%) Protocol Buffers
3 1 (0.59%) SAML
3 1 (0.59%) SOAP
3 1 (0.59%) XML
3 1 (0.59%) ZeroMQ
Miscellaneous
1 20 (11.83%) Visualisation
2 17 (10.06%) Analytical Skills
3 9 (5.33%) Replication
4 7 (4.14%) Clustering
4 7 (4.14%) Statistics
5 6 (3.55%) Computer Science
5 6 (3.55%) Data Extraction
6 5 (2.96%) Algorithms
6 5 (2.96%) Credit Risk
6 5 (2.96%) Management Information System
6 5 (2.96%) Physics
7 4 (2.37%) Taxonomies
8 3 (1.78%) Data Structures
8 3 (1.78%) Economics
8 3 (1.78%) Mathematics
9 2 (1.18%) Data Integration
9 2 (1.18%) FMCG
9 2 (1.18%) Reference Data
10 1 (0.59%) IBM XIV
10 1 (0.59%) Ontologies
Operating Systems
1 7 (4.14%) Unix
2 3 (1.78%) Windows
3 2 (1.18%) Windows Server
4 1 (0.59%) Linux
4 1 (0.59%) Windows Server 2008
4 1 (0.59%) Windows Server 2012
Processes & Methodologies
1 75 (44.38%) Business Intelligence
2 57 (33.73%) Agile Software Development
3 38 (22.49%) UML
4 35 (20.71%) Analytics
4 35 (20.71%) ETL
5 34 (20.12%) SDLC
6 33 (19.53%) Logical Data Model
7 32 (18.93%) Project Management
8 23 (13.61%) Stakeholder Management
9 21 (12.43%) BPMN
10 19 (11.24%) Business Analysis
10 19 (11.24%) User Acceptance Testing
11 17 (10.06%) Presales
11 17 (10.06%) Requirements Analysis
11 17 (10.06%) Software Delivery
12 16 (9.47%) Data Architecture
12 16 (9.47%) Physical Data Model
13 15 (8.88%) Requirements Management
14 14 (8.28%) Performance Tuning
15 13 (7.69%) Continuous Improvement
Programming Languages
1 113 (66.86%) SQL
2 22 (13.02%) T-SQL
3 12 (7.10%) R
4 8 (4.73%) PL/SQL
5 7 (4.14%) Java
5 7 (4.14%) Shell Script
6 6 (3.55%) Python
7 5 (2.96%) PowerShell
8 2 (1.18%) ABAP
8 2 (1.18%) VBA
9 1 (0.59%) C++
9 1 (0.59%) Data Analysis Expressions (DAX)
9 1 (0.59%) JavaScript
9 1 (0.59%) MATLAB
9 1 (0.59%) Tcl
9 1 (0.59%) VBScript
Qualifications
1 13 (7.69%) Degree
2 9 (5.33%) Security Cleared
3 8 (4.73%) SC Cleared
4 5 (2.96%) PhD
5 3 (1.78%) DV Cleared
6 1 (0.59%) BPSS Clearance
6 1 (0.59%) CTC Cleared
6 1 (0.59%) HND
6 1 (0.59%) OCP
6 1 (0.59%) Oracle Certification
Quality Assurance & Compliance
1 14 (8.28%) Data Quality
2 12 (7.10%) QA
3 10 (5.92%) ISO/IEC 27001
3 10 (5.92%) PCI DSS
4 6 (3.55%) ISO 9001
5 1 (0.59%) COBIT
System Software
1 4 (2.37%) VMware ESX
1 4 (2.37%) VMware ESXi
2 2 (1.18%) Docker
3 1 (0.59%) Active Directory
3 1 (0.59%) HDFS
3 1 (0.59%) Shibboleth
3 1 (0.59%) SRDF
Systems Management
1 4 (2.37%) SCOM
2 1 (0.59%) LiteSpeed
Vendors
1 56 (33.14%) Microsoft
2 24 (14.20%) Oracle
3 18 (10.65%) SAP
4 15 (8.88%) Tableau
5 12 (7.10%) Informatica
6 9 (5.33%) Teradata
7 6 (3.55%) Siebel
8 4 (2.37%) Google
8 4 (2.37%) Talend
8 4 (2.37%) VMware
9 3 (1.78%) Vertica
10 2 (1.18%) Ab Initio
10 2 (1.18%) Cognizant
10 2 (1.18%) Cognos
10 2 (1.18%) GoldenSource
10 2 (1.18%) Greenplum
10 2 (1.18%) MicroStrategy
11 1 (0.59%) Novell
11 1 (0.59%) Remedy
11 1 (0.59%) webMethods
North West
Parallel Consulting
Salary: £40000 - £50000 per annum
Posted: 2 hours ago
Liverpool, Merseyside
Erin Associates
Salary: £45000 - £48000 per annum + excellent benefits
Posted: 18 hours ago
Chester, Cheshire
Opus IT Consulting
Salary: £0.00 per annum
Posted: 17 hours ago
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £55,000 per annum
Posted: 19 hours ago
Warrington, Cheshire
Harvey Nash plc
Posted: Yesterday
Lancashire
Douglas-Scott
Salary: £35000 - £40000 per annum + Good Package
Posted: 20 hours ago
Chester, Cheshire
Applause IT Innovation
Salary: £45000 - £55000 per annum + Inc Great Benefits
Posted: 2 days ago
Manchester, Lancashire
The Change Partners Recruitment
Salary: From £45,000 to £50,000 per annum
Posted: Yesterday
Irlam (Relocating to Salford Quays from April...
Talk Talk Group PLC
Salary: Competitive
Posted: 6 days ago
Altrincham, Cheshire
Applause IT Innovation
Salary: £28000 - £35000 per annum + bens
Posted: 4 days ago
Chester
Applause IT Ltd
Salary: £30000 - £35000 per annum + + Great Benefits
Posted: 8 days ago
Knutsford
Adria Solutions Ltd
Salary: £30000 - £35000 per annum + Fantastic Benefits
Posted: 15 days ago
Stockport
Applause IT Ltd
Salary: £28000 - £35000 per annum + 25 days hol + flexi-time, etc
Posted: 17 days ago
Chester
Applause IT Ltd
Salary: £45000 - £51000 per annum + + Great Benefits
Posted: 9 days ago
Lancashire
Douglas-Scott
Salary: £18000 - £35000 per annum + Good Package
Posted: 6 days ago
Cheshire
Lawrence Harvey
Salary: £50000.00 - £65000.00 per annum + benefits
Posted: 20 days ago
Knutsford, Cheshire
Cognizant
Posted: 19 days ago
Manchester
Hays Specialist Recruitment Ltd
Salary: £55000.00 - £65000.00 per annum + Benefits
Posted: 23 days ago
Manchester
Capita - ITIN
Posted: 25 days ago
Manchester
Energon Global
Salary: £40000.00 - £80000.00 per annum + benefits + bonus
Posted: 24 days ago