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

3 months to
28 May 2016
Same period 2015 Same period 2014
Data Modelling
Rank 149 195 152
Rank change year-on-year
+46 -43
Permanent jobs citing Data Modelling 81 53 113
As % of all permanent IT jobs located in the North West 1.46% 0.86% 1.65%
As % of the Processes & Methodologies category 1.70% 0.97% 1.93%
Number of salaries quoted 60 41 104
Median salary £45,000 £42,500 £42,500
Median salary % change year-on-year
+5.88% -
90% offered a salary of more than £28,498 £31,500 £37,000
10% offered a salary of more than £60,000 £54,500 £55,000
UK excluding London median salary £47,500 £45,500 £45,000
% change year-on-year
+4.39% +1.11%
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
4767 5445 5857
As % of all permanent IT jobs located in the North West 85.91% 88.26% 85.42%
Number of salaries quoted 4043 4349 4707
Median salary £42,500 £40,000 £39,500
Median salary % change year-on-year
+6.25% +1.26%
90% offered a salary of more than £27,500 £27,500 £26,500
10% offered a salary of more than £60,500 £55,000 £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 28 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 28 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 +30 61 £51,250 +5.67% 12
Cheshire +15 9 £29,000 -27.50% 1
Lancashire +4 5 £37,500 +21.09% 2
Merseyside +6 3 £42,250 +17.36% 2
Cumbria - 2 £36,140 -
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 28 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.

1 108 (64.67%) SQL
2 73 (43.71%) Agile Software Development
3 62 (37.13%) Microsoft
4 59 (35.33%) Business Intelligence
5 51 (30.54%) SQL Server
6 45 (26.95%) Project Management
6 45 (26.95%) Logical Data Model
7 44 (26.35%) SDLC
8 41 (24.55%) UML
9 37 (22.16%) Data Warehouse
9 37 (22.16%) SQL Server Reporting Services
10 35 (20.96%) SQL Server Integration Services
11 34 (20.36%) ETL
11 34 (20.36%) Stakeholder Management
11 34 (20.36%) Visualisation
12 33 (19.76%) Finance
13 32 (19.16%) BPMN
14 29 (17.37%) Requirements Analysis
14 29 (17.37%) Software Delivery
14 29 (17.37%) Physical Data Model
15 28 (16.77%) Requirements Management
15 28 (16.77%) T-SQL
16 26 (15.57%) Analytics
17 25 (14.97%) Retail
18 24 (14.37%) JIRA
18 24 (14.37%) User Acceptance Testing
18 24 (14.37%) MS Office
18 24 (14.37%) SQL Server 2008
18 24 (14.37%) Confluence
18 24 (14.37%) Balsamiq Mockups

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 24 (14.37%) Confluence
2 14 (8.38%) Apache
3 13 (7.78%) Mule
3 13 (7.78%) WebSphere
4 10 (5.99%) Elasticsearch
5 6 (3.59%) SAS
6 2 (1.20%) Oracle Workflow
7 1 (0.60%) ArcGIS
7 1 (0.60%) ArcSDE
Applications
1 24 (14.37%) MS Office
2 22 (13.17%) 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
3 2 (1.20%) SAP SD
4 1 (0.60%) Oracle Retail
4 1 (0.60%) SAP BPC
4 1 (0.60%) SAP Oil and Gas
Cloud Services
1 19 (11.38%) 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 51 (30.54%) SQL Server
2 37 (22.16%) Data Warehouse
2 37 (22.16%) SQL Server Reporting Services
3 35 (20.96%) SQL Server Integration Services
4 24 (14.37%) SQL Server 2008
5 16 (9.58%) SQL Server Analysis Services
6 13 (7.78%) Apache Cassandra
6 13 (7.78%) Couchbase
6 13 (7.78%) Hazelcast
7 12 (7.19%) Big Data
8 10 (5.99%) Microsoft Analysis Services
8 10 (5.99%) MongoDB
8 10 (5.99%) Neo4j
8 10 (5.99%) NoSQL
9 9 (5.39%) Data Mining
10 8 (4.79%) Hadoop
10 8 (4.79%) Power BI
10 8 (4.79%) PowerPivot
10 8 (4.79%) Relational Database
10 8 (4.79%) SQL Server 2014
Development Applications
1 24 (14.37%) Balsamiq Mockups
1 24 (14.37%) JIRA
2 14 (8.38%) 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 3 (1.80%) Talend Open Studio
6 2 (1.20%) Oracle Forms
6 2 (1.20%) Toad
7 1 (0.60%) Subversion
7 1 (0.60%) Team Foundation Server
General
1 33 (19.76%) Finance
2 25 (14.97%) Retail
3 7 (4.19%) Advertising
3 7 (4.19%) Banking
3 7 (4.19%) Manufacturing
4 3 (1.80%) Marketing
4 3 (1.80%) Pharmaceutical
5 1 (0.60%) Billing
5 1 (0.60%) Electronics
5 1 (0.60%) Financial Institution
5 1 (0.60%) Games
5 1 (0.60%) Publishing
5 1 (0.60%) Telecoms
Job Titles
1 73 (43.71%) Analyst
2 43 (25.75%) Developer
3 39 (23.35%) Business Analyst
4 24 (14.37%) Technical Analyst
4 24 (14.37%) Technical Business Analyst
5 21 (12.57%) Data Analyst
5 21 (12.57%) Systems Analyst
6 16 (9.58%) DBA
7 15 (8.98%) Business Intelligence Developer
7 15 (8.98%) SQL DBA
8 14 (8.38%) Architect
8 14 (8.38%) SQL Developer
9 13 (7.78%) Software Engineer
10 12 (7.19%) Java Developer
10 12 (7.19%) Java Engineer
10 12 (7.19%) Java Software Engineer
11 11 (6.59%) Business Intelligence Analyst
11 11 (6.59%) Developer/Software Engineer
11 11 (6.59%) Java Software Developer
11 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 7 (4.19%) MDX
4 4 (2.40%) Web Services
5 1 (0.60%) .NET
5 1 (0.60%) Kafka
5 1 (0.60%) Natural Language Processing
5 1 (0.60%) NumPy
5 1 (0.60%) ODBC
5 1 (0.60%) Oracle Fusion
Miscellaneous
1 34 (20.36%) Visualisation
2 17 (10.18%) Algorithms
3 11 (6.59%) Analytical Skills
4 10 (5.99%) Replication
5 9 (5.39%) Data Extraction
5 9 (5.39%) 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 1 (0.60%) NHS
10 1 (0.60%) Ontologies
10 1 (0.60%) Symmetrix
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 73 (43.71%) Agile Software Development
2 59 (35.33%) Business Intelligence
3 45 (26.95%) Logical Data Model
3 45 (26.95%) Project Management
4 44 (26.35%) SDLC
5 41 (24.55%) UML
6 34 (20.36%) ETL
6 34 (20.36%) Stakeholder Management
7 32 (19.16%) BPMN
8 29 (17.37%) Physical Data Model
8 29 (17.37%) Requirements Analysis
8 29 (17.37%) Software Delivery
9 28 (16.77%) Requirements Management
10 26 (15.57%) Analytics
11 24 (14.37%) Presales
11 24 (14.37%) User Acceptance Testing
12 19 (11.38%) Performance Tuning
13 18 (10.78%) SOA
14 17 (10.18%) Business Analysis
15 16 (9.58%) High Availability
Programming Languages
1 108 (64.67%) SQL
2 28 (16.77%) T-SQL
3 19 (11.38%) Java
4 5 (2.99%) Python
5 3 (1.80%) R
6 2 (1.20%) PL/SQL
6 2 (1.20%) VBA
6 2 (1.20%) VBScript
7 1 (0.60%) ABAP
7 1 (0.60%) C
7 1 (0.60%) C++
7 1 (0.60%) Data Analysis Expressions (DAX)
7 1 (0.60%) JavaScript
7 1 (0.60%) MATLAB
7 1 (0.60%) PowerShell
7 1 (0.60%) Scala
7 1 (0.60%) Shell Script
Qualifications
1 10 (5.99%) Degree
2 3 (1.80%) PhD
3 2 (1.20%) DV Cleared
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 20 (11.98%) QA
2 11 (6.59%) 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 1 (0.60%) HDFS
2 1 (0.60%) SRDF
Systems Management
1 1 (0.60%) LiteSpeed
Vendors
1 62 (37.13%) Microsoft
2 16 (9.58%) Oracle
3 15 (8.98%) Google
4 13 (7.78%) webMethods
4 13 (7.78%) WSO2
5 9 (5.39%) SAP
6 8 (4.79%) Teradata
7 6 (3.59%) Tableau
8 5 (2.99%) Informatica
9 3 (1.80%) Salesforce.com
9 3 (1.80%) Talend
10 2 (1.20%) Cognos
10 2 (1.20%) Greenplum
10 2 (1.20%) MicroStrategy
10 2 (1.20%) Vertica
11 1 (0.60%) Cognizant
11 1 (0.60%) EMC
11 1 (0.60%) IBM
11 1 (0.60%) PeopleSoft
11 1 (0.60%) Remedy
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