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

3 months to
28 Aug 2016
Same period 2015 Same period 2014
Data Modelling
Rank 153 184 158
Rank change year-on-year
+31 -26
Permanent jobs citing Data Modelling 95 81 111
As % of all permanent IT jobs located in the North West 1.58% 1.21% 1.50%
As % of the Processes & Methodologies category 1.79% 1.37% 1.74%
Number of salaries quoted 71 69 88
Median salary £42,500 £43,596 £39,000
Median salary % change year-on-year
-2.51% +11.78%
90% offered a salary of more than £30,000 £30,459 £32,500
10% offered a salary of more than £56,500 £57,000 £56,950
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
5298 5925 6380
As % of all permanent IT jobs located in the North West 87.96% 88.63% 85.98%
Number of salaries quoted 4414 4910 5054
Median salary £42,500 £41,000 £40,000
Median salary % change year-on-year
+3.65% +2.50%
90% offered a salary of more than £29,000 £28,500 £27,500
10% offered a salary of more than £60,000 £57,500 £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 28 August 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 28 August 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 -6 46 £43,750 -12.50% 8
Cheshire +46 30 £35,000 -17.64% 5
Merseyside +1 17 £45,000 -33.57%
Lancashire -7 1 £40,000 +31.32%
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 28 August 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.

1 118 (67.05%) SQL
2 78 (44.32%) Business Intelligence
3 68 (38.64%) SQL Server
4 60 (34.09%) Agile Software Development
5 50 (28.41%) Microsoft
6 47 (26.70%) Data Warehouse
7 44 (25.00%) ETL
8 38 (21.59%) Analytics
9 37 (21.02%) Finance
10 35 (19.89%) SQL Server Integration Services
11 32 (18.18%) UML
12 30 (17.05%) SDLC
13 29 (16.48%) Retail
14 28 (15.91%) Project Management
15 27 (15.34%) MS Excel
15 27 (15.34%) Logical Data Model
16 26 (14.77%) SQL Server Reporting Services
17 25 (14.20%) Oracle
18 22 (12.50%) SAP
18 22 (12.50%) SQL Server 2008
19 21 (11.93%) Visualisation
19 21 (11.93%) Business Analysis
20 20 (11.36%) Stakeholder Management
20 20 (11.36%) T-SQL
20 20 (11.36%) BPMN
21 19 (10.80%) Big Data
21 19 (10.80%) Analytical Skills
22 18 (10.23%) Relational Database
22 18 (10.23%) Data Analysis
23 17 (9.66%) Banking

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 (7.95%) Confluence
2 12 (6.82%) Elasticsearch
3 11 (6.25%) SAS
4 4 (2.27%) SAP Portal
5 2 (1.14%) Apache
5 2 (1.14%) Oracle SOA Suite
6 1 (0.57%) Apache Spark
6 1 (0.57%) ArcGIS
6 1 (0.57%) ArcSDE
6 1 (0.57%) Mule
6 1 (0.57%) SharePoint
6 1 (0.57%) WebSphere
Applications
1 27 (15.34%) MS Excel
2 14 (7.95%) MS Office
2 14 (7.95%) SPSS
3 4 (2.27%) MS Visio
4 3 (1.70%) Stata
Business Applications
1 2 (1.14%) Exstream
1 2 (1.14%) SAP FI
1 2 (1.14%) SAP SD
2 1 (0.57%) Dynamics AX
2 1 (0.57%) Dynamics CRM
2 1 (0.57%) Oracle EBS
2 1 (0.57%) Oracle Retail
2 1 (0.57%) SAP BPC
2 1 (0.57%) SAP Oil and Gas
Cloud Services
1 10 (5.68%) Amazon AWS
2 8 (4.55%) Amazon S3
3 7 (3.98%) Amazon EC2
4 3 (1.70%) Microsoft Azure
5 1 (0.57%) Amazon Kinesis
5 1 (0.57%) AWS Elastic Beanstalk
5 1 (0.57%) Data Lake Analytics
5 1 (0.57%) SaaS
Communications & Networking
1 7 (3.98%) Internet
1 7 (3.98%) SAN
2 6 (3.41%) DNS
2 6 (3.41%) Firewall
2 6 (3.41%) NAS
3 1 (0.57%) OpenLDAP
Database & Business Intelligence
1 68 (38.64%) SQL Server
2 47 (26.70%) Data Warehouse
3 35 (19.89%) SQL Server Integration Services
4 26 (14.77%) SQL Server Reporting Services
5 22 (12.50%) SQL Server 2008
6 19 (10.80%) Big Data
7 18 (10.23%) Relational Database
8 14 (7.95%) NoSQL
9 12 (6.82%) Data Mining
10 11 (6.25%) QlikView
10 11 (6.25%) SQL Server 2012
10 11 (6.25%) SQL Server 2014
11 10 (5.68%) BusinessObjects
11 10 (5.68%) Hadoop
11 10 (5.68%) SQL Server Analysis Services
12 9 (5.11%) Power BI
13 8 (4.55%) Amazon Redshift
13 8 (4.55%) MongoDB
14 7 (3.98%) Siebel EIM
15 6 (3.41%) SAP BW
Development Applications
1 16 (9.09%) JIRA
2 14 (7.95%) Balsamiq Mockups
3 6 (3.41%) Team Foundation Server
4 4 (2.27%) Eclipse
4 4 (2.27%) Talend Open Studio
4 4 (2.27%) Visual Studio
5 3 (1.70%) ERwin
6 1 (0.57%) Git (software)
6 1 (0.57%) git-flow
6 1 (0.57%) Hudson
6 1 (0.57%) Jenkins
6 1 (0.57%) Maven
General
1 37 (21.02%) Finance
2 29 (16.48%) Retail
3 17 (9.66%) Banking
4 13 (7.39%) Manufacturing
5 8 (4.55%) Advertising
6 7 (3.98%) Marketing
7 4 (2.27%) Retail Banking
8 3 (1.70%) Corporate Banking
8 3 (1.70%) Pharmaceutical
9 2 (1.14%) Publishing
10 1 (0.57%) Back Office
10 1 (0.57%) Billing
10 1 (0.57%) Electronics
10 1 (0.57%) Front Office
10 1 (0.57%) Legal
10 1 (0.57%) Telecoms
Job Titles
1 73 (41.48%) Analyst
2 34 (19.32%) Developer
3 31 (17.61%) Business Analyst
4 23 (13.07%) Data Analyst
5 22 (12.50%) DBA
6 21 (11.93%) SQL DBA
7 15 (8.52%) Administrator
7 15 (8.52%) Systems Analyst
8 14 (7.95%) Technical Analyst
8 14 (7.95%) Technical Business Analyst
9 12 (6.82%) Business Intelligence Developer
10 11 (6.25%) Business Intelligence Analyst
10 11 (6.25%) Senior DBA
10 11 (6.25%) Senior SQL DBA
11 10 (5.68%) Consultant
11 10 (5.68%) Data Scientist
12 9 (5.11%) SQL Server DBA
13 8 (4.55%) Business Intelligence Data Analyst
13 8 (4.55%) Business Systems Analyst
13 8 (4.55%) Data Warehouse Analyst
Libraries, Frameworks & Software Standards
1 6 (3.41%) .NET
2 4 (2.27%) BAPI
3 2 (1.14%) Middleware
4 1 (0.57%) Apache Avro
4 1 (0.57%) Apache Camel
4 1 (0.57%) Apache Thrift
4 1 (0.57%) EDI
4 1 (0.57%) HTML
4 1 (0.57%) JMS
4 1 (0.57%) JSON
4 1 (0.57%) Kafka
4 1 (0.57%) MDX
4 1 (0.57%) Oracle Fusion
4 1 (0.57%) Protocol Buffers
4 1 (0.57%) SAML
4 1 (0.57%) SOAP
4 1 (0.57%) Web Services
4 1 (0.57%) XML
4 1 (0.57%) ZeroMQ
Miscellaneous
1 21 (11.93%) Visualisation
2 19 (10.80%) Analytical Skills
3 10 (5.68%) Credit Risk
4 8 (4.55%) Replication
4 8 (4.55%) Statistics
5 7 (3.98%) Clustering
5 7 (3.98%) Computer Science
5 7 (3.98%) Data Integration
6 6 (3.41%) Management Information System
7 5 (2.84%) Physics
8 4 (2.27%) Algorithms
8 4 (2.27%) Data Structures
8 4 (2.27%) FMCG
8 4 (2.27%) Mathematics
8 4 (2.27%) Reference Data
9 3 (1.70%) Economics
10 2 (1.14%) Data Extraction
10 2 (1.14%) Data Protection Act
10 2 (1.14%) Taxonomies
11 1 (0.57%) Data Conversion
Operating Systems
1 7 (3.98%) Unix
2 2 (1.14%) Linux
2 2 (1.14%) Windows
2 2 (1.14%) Windows Server
3 1 (0.57%) Windows Server 2008
3 1 (0.57%) Windows Server 2012
Processes & Methodologies
1 78 (44.32%) Business Intelligence
2 60 (34.09%) Agile Software Development
3 44 (25.00%) ETL
4 38 (21.59%) Analytics
5 32 (18.18%) UML
6 30 (17.05%) SDLC
7 28 (15.91%) Project Management
8 27 (15.34%) Logical Data Model
9 21 (11.93%) Business Analysis
10 20 (11.36%) BPMN
10 20 (11.36%) Stakeholder Management
11 18 (10.23%) Data Analysis
12 16 (9.09%) Performance Tuning
12 16 (9.09%) User Acceptance Testing
13 15 (8.52%) Requirements Analysis
14 14 (7.95%) Data Architecture
14 14 (7.95%) Presales
14 14 (7.95%) Software Delivery
14 14 (7.95%) Use Case
15 13 (7.39%) Systems Analysis
Programming Languages
1 118 (67.05%) SQL
2 20 (11.36%) T-SQL
3 16 (9.09%) R
4 11 (6.25%) Python
5 8 (4.55%) Shell Script
6 7 (3.98%) PL/SQL
6 7 (3.98%) PowerShell
7 6 (3.41%) ABAP
8 5 (2.84%) Java
9 4 (2.27%) SAPscript
9 4 (2.27%) VBA
10 1 (0.57%) C#
10 1 (0.57%) C++
10 1 (0.57%) Data Analysis Expressions (DAX)
10 1 (0.57%) JavaScript
10 1 (0.57%) MATLAB
10 1 (0.57%) Tcl
10 1 (0.57%) VB
10 1 (0.57%) VBScript
Qualifications
1 16 (9.09%) Degree
2 10 (5.68%) Security Cleared
3 9 (5.11%) SC Cleared
4 5 (2.84%) PhD
5 3 (1.70%) DV Cleared
5 3 (1.70%) IIBA
5 3 (1.70%) ISEB
6 1 (0.57%) BPSS Clearance
6 1 (0.57%) CTC Cleared
6 1 (0.57%) HND
6 1 (0.57%) OCP
6 1 (0.57%) Oracle Certification
Quality Assurance & Compliance
1 17 (9.66%) Data Quality
2 11 (6.25%) ISO/IEC 27001
2 11 (6.25%) PCI DSS
3 10 (5.68%) QA
4 5 (2.84%) ISO 9001
System Software
1 6 (3.41%) VMware ESX
1 6 (3.41%) VMware ESXi
2 2 (1.14%) Docker
3 1 (0.57%) Active Directory
3 1 (0.57%) HDFS
3 1 (0.57%) Shibboleth
3 1 (0.57%) SRDF
Systems Management
1 6 (3.41%) SCOM
2 1 (0.57%) LiteSpeed
Vendors
1 50 (28.41%) Microsoft
2 25 (14.20%) Oracle
3 22 (12.50%) SAP
4 15 (8.52%) Tableau
5 14 (7.95%) Informatica
6 13 (7.39%) Teradata
7 7 (3.98%) Siebel
8 6 (3.41%) VMware
9 4 (2.27%) Ab Initio
9 4 (2.27%) Cognizant
9 4 (2.27%) GoldenSource
9 4 (2.27%) Google
9 4 (2.27%) Talend
10 3 (1.70%) HP
10 3 (1.70%) Netezza
10 3 (1.70%) Vertica
11 2 (1.14%) Cloudera
12 1 (0.57%) Greenplum
12 1 (0.57%) Hortonworks
12 1 (0.57%) WSO2
Chester, Cheshire
Applause IT Innovation
Salary: £35000 - £55000 per annum + + Great Benefits
Posted: 3 days ago
Chester
Churchill Frank International
Salary: £35000 - £45000 per annum + Bonus
Posted: 4 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £35000 - £42000 per annum + Benefits
Posted: 4 days ago
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £55,000 per annum
Posted: 2 days ago
Radbroke (Manchester)
Cognizant Technology Solutions
Posted: 3 days ago
Manchester, Lancashire
HAYS INFORMATION TECHNOLOGY
Salary: £70000.00 - £72000.00 per annum
Posted: Yesterday
Salford, Lancashire
Integrity IT Solutions
Salary: Up to £50K
Posted: 2 days ago
Chester
Applause IT Ltd
Salary: £35000 - £55000 per annum + + Great Benefits
Posted: 10 days ago
Runcorn
Networx
Salary: £Competitive Salary
Posted: 12 days ago
Altrincham
Applause IT Ltd
Salary: £28000 - £35000 per annum + bens
Posted: 16 days ago
Manchester
Applause IT Ltd
Salary: £35000 - £40000 per annum + Benefits & Progression
Posted: 23 days ago
Rochdale, Lancashire
Zen Internet Ltd
Salary: From £50,000 to £60,000 per annum depending on experience + benefits
Posted: 27 days ago