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

3 months to
30 Jun 2016
Same period 2015 Same period 2014
Data Modelling
Rank 169 202 150
Rank change year-on-year
+33 -52
Permanent jobs citing Data Modelling 63 53 116
As % of all permanent IT jobs located in the North West 1.13% 0.82% 1.64%
As % of the Processes & Methodologies category 1.30% 0.93% 1.92%
Number of salaries quoted 46 41 104
Median salary £45,000 £41,500 £40,000
Median salary % change year-on-year
+8.43% +3.75%
90% offered a salary of more than £29,000 £35,000 £32,850
10% offered a salary of more than £60,000 £52,500 £55,000
UK excluding London median salary £47,500 £45,250 £45,000
% change year-on-year
+4.97% +0.55%
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
4850 5686 6028
As % of all permanent IT jobs located in the North West 86.76% 88.47% 85.39%
Number of salaries quoted 4095 4615 4799
Median salary £42,500 £40,000 £40,000
Median salary % change year-on-year
+6.25% -
90% offered a salary of more than £28,000 £27,500 £27,000
10% offered a salary of more than £62,500 £57,000 £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 30 June 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 30 June 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 +29 44 £52,500 +16.66% 12
Cheshire +30 7 £26,500 -33.75% 4
Merseyside +4 6 £45,000 -12.19% 5
Lancashire +12 5 £37,500 -
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 30 June 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.

1 106 (65.43%) SQL
2 62 (38.27%) Business Intelligence
2 62 (38.27%) Agile Software Development
3 57 (35.19%) Microsoft
4 51 (31.48%) SQL Server
5 42 (25.93%) Project Management
6 41 (25.31%) UML
7 39 (24.07%) Logical Data Model
7 39 (24.07%) SDLC
8 37 (22.84%) Data Warehouse
9 35 (21.60%) Finance
10 32 (19.75%) SQL Server Integration Services
11 31 (19.14%) ETL
12 30 (18.52%) Stakeholder Management
12 30 (18.52%) SQL Server Reporting Services
13 28 (17.28%) Visualisation
13 28 (17.28%) Analytics
14 27 (16.67%) BPMN
15 26 (16.05%) Retail
16 25 (15.43%) SQL Server 2008
17 24 (14.81%) Software Delivery
17 24 (14.81%) Requirements Analysis
18 23 (14.20%) User Acceptance Testing
18 23 (14.20%) MS Excel
18 23 (14.20%) T-SQL
19 22 (13.58%) JIRA
19 22 (13.58%) Requirements Management
20 21 (12.96%) MS Office
20 21 (12.96%) Presales
20 21 (12.96%) Physical Data Model

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 21 (12.96%) Confluence
2 12 (7.41%) Elasticsearch
3 6 (3.70%) Apache
3 6 (3.70%) SAS
4 5 (3.09%) Mule
4 5 (3.09%) WebSphere
5 2 (1.23%) Oracle Workflow
6 1 (0.62%) ArcGIS
6 1 (0.62%) ArcSDE
6 1 (0.62%) Oracle SOA Suite
6 1 (0.62%) SharePoint
Applications
1 23 (14.20%) MS Excel
2 21 (12.96%) MS Office
3 6 (3.70%) SPSS
4 2 (1.23%) MS PowerPoint
5 1 (0.62%) MS Visio
Business Applications
1 3 (1.85%) Oracle EBS
1 3 (1.85%) SAP FI
2 2 (1.23%) Dynamics CRM
2 2 (1.23%) Oracle Applications
2 2 (1.23%) Oracle Assets
2 2 (1.23%) Oracle EBS R12
2 2 (1.23%) Oracle General Ledger
2 2 (1.23%) Oracle Payables
2 2 (1.23%) Oracle Procure-to-Pay
2 2 (1.23%) SAP SD
3 1 (0.62%) Oracle Retail
3 1 (0.62%) SAP BPC
3 1 (0.62%) SAP Oil and Gas
Cloud Services
1 11 (6.79%) Amazon AWS
2 9 (5.56%) Amazon S3
3 8 (4.94%) Amazon EC2
4 5 (3.09%) SaaS
5 4 (2.47%) Google Cloud Platform
5 4 (2.47%) PaaS
6 1 (0.62%) Amazon Kinesis
6 1 (0.62%) AWS Elastic Beanstalk
Communications & Networking
1 4 (2.47%) Internet
2 1 (0.62%) OpenLDAP
2 1 (0.62%) SAN
Database & Business Intelligence
1 51 (31.48%) SQL Server
2 37 (22.84%) Data Warehouse
3 32 (19.75%) SQL Server Integration Services
4 30 (18.52%) SQL Server Reporting Services
5 25 (15.43%) SQL Server 2008
6 13 (8.02%) SQL Server Analysis Services
7 12 (7.41%) Big Data
7 12 (7.41%) MongoDB
7 12 (7.41%) Neo4j
7 12 (7.41%) NoSQL
8 9 (5.56%) Relational Database
8 9 (5.56%) SQL Server 2012
9 8 (4.94%) Data Mining
9 8 (4.94%) Hadoop
10 7 (4.32%) BusinessObjects
10 7 (4.32%) Microsoft Analysis Services
10 7 (4.32%) SQL Server 2014
11 6 (3.70%) DB2
11 6 (3.70%) QlikView
12 5 (3.09%) MySQL
Development Applications
1 22 (13.58%) JIRA
2 21 (12.96%) Balsamiq Mockups
3 6 (3.70%) Git (software)
4 5 (3.09%) git-flow
4 5 (3.09%) Hudson
4 5 (3.09%) Jenkins
4 5 (3.09%) Maven
5 4 (2.47%) ERwin
5 4 (2.47%) Talend Open Studio
6 2 (1.23%) Oracle Forms
6 2 (1.23%) Toad
7 1 (0.62%) Subversion
7 1 (0.62%) Team Foundation Server
General
1 35 (21.60%) Finance
2 26 (16.05%) Retail
3 9 (5.56%) Manufacturing
4 8 (4.94%) Advertising
5 7 (4.32%) Banking
6 4 (2.47%) Marketing
7 3 (1.85%) Pharmaceutical
8 2 (1.23%) Publishing
9 1 (0.62%) Billing
9 1 (0.62%) Electronics
9 1 (0.62%) Financial Institution
9 1 (0.62%) Games
9 1 (0.62%) Telecoms
Job Titles
1 71 (43.83%) Analyst
2 36 (22.22%) Business Analyst
3 34 (20.99%) Developer
4 21 (12.96%) Data Analyst
4 21 (12.96%) Technical Analyst
4 21 (12.96%) Technical Business Analyst
5 20 (12.35%) Systems Analyst
6 19 (11.73%) DBA
7 18 (11.11%) SQL DBA
8 14 (8.64%) Business Intelligence Developer
9 13 (8.02%) SQL Developer
10 12 (7.41%) Business Intelligence Analyst
11 11 (6.79%) SQL Server DBA
12 10 (6.17%) Architect
13 8 (4.94%) Business Intelligence Data Analyst
13 8 (4.94%) Senior DBA
13 8 (4.94%) Senior Developer
13 8 (4.94%) Senior SQL DBA
14 7 (4.32%) SQL BI Developer
14 7 (4.32%) SSIS Developer
Libraries, Frameworks & Software Standards
1 6 (3.70%) Middleware
2 5 (3.09%) Apache Avro
2 5 (3.09%) Apache Camel
2 5 (3.09%) Apache Thrift
2 5 (3.09%) EDI
2 5 (3.09%) JMS
2 5 (3.09%) JSON
2 5 (3.09%) Protocol Buffers
2 5 (3.09%) SOAP
2 5 (3.09%) XML
2 5 (3.09%) ZeroMQ
3 4 (2.47%) Web Services
4 3 (1.85%) MDX
5 1 (0.62%) .NET
5 1 (0.62%) Kafka
5 1 (0.62%) Natural Language Processing
5 1 (0.62%) NumPy
5 1 (0.62%) ODBC
5 1 (0.62%) Oracle Fusion
5 1 (0.62%) SAML
Miscellaneous
1 28 (17.28%) Visualisation
2 12 (7.41%) Analytical Skills
3 11 (6.79%) Replication
4 9 (5.56%) Algorithms
5 8 (4.94%) Data Extraction
6 7 (4.32%) Clustering
6 7 (4.32%) Data Structures
7 4 (2.47%) Computer Science
7 4 (2.47%) Taxonomies
8 3 (1.85%) Credit Risk
8 3 (1.85%) FMCG
8 3 (1.85%) Management Information System
8 3 (1.85%) Mathematics
8 3 (1.85%) Physics
8 3 (1.85%) Statistics
8 3 (1.85%) User Experience
9 2 (1.23%) Data Integration
9 2 (1.23%) Economics
10 1 (0.62%) Ontologies
10 1 (0.62%) Symmetrix
Operating Systems
1 3 (1.85%) Windows
2 2 (1.23%) Unix
2 2 (1.23%) Windows Server
3 1 (0.62%) Linux
3 1 (0.62%) Windows Server 2008
3 1 (0.62%) Windows Server 2012
Processes & Methodologies
1 62 (38.27%) Agile Software Development
1 62 (38.27%) Business Intelligence
2 42 (25.93%) Project Management
3 41 (25.31%) UML
4 39 (24.07%) Logical Data Model
4 39 (24.07%) SDLC
5 31 (19.14%) ETL
6 30 (18.52%) Stakeholder Management
7 28 (17.28%) Analytics
8 27 (16.67%) BPMN
9 24 (14.81%) Requirements Analysis
9 24 (14.81%) Software Delivery
10 23 (14.20%) User Acceptance Testing
11 22 (13.58%) Requirements Management
12 21 (12.96%) Physical Data Model
12 21 (12.96%) Presales
13 19 (11.73%) Business Analysis
14 18 (11.11%) Performance Tuning
15 16 (9.88%) Data Architecture
16 15 (9.26%) Continuous Improvement
Programming Languages
1 106 (65.43%) SQL
2 23 (14.20%) T-SQL
3 11 (6.79%) Java
4 5 (3.09%) Python
5 4 (2.47%) R
6 3 (1.85%) PL/SQL
7 2 (1.23%) ABAP
7 2 (1.23%) Shell Script
8 1 (0.62%) C
8 1 (0.62%) C++
8 1 (0.62%) Data Analysis Expressions (DAX)
8 1 (0.62%) JavaScript
8 1 (0.62%) MATLAB
8 1 (0.62%) PowerShell
8 1 (0.62%) Scala
8 1 (0.62%) Tcl
8 1 (0.62%) VBA
8 1 (0.62%) VBScript
Qualifications
1 10 (6.17%) Degree
2 4 (2.47%) Security Cleared
3 3 (1.85%) DV Cleared
3 3 (1.85%) PhD
3 3 (1.85%) SC Cleared
4 1 (0.62%) BPSS Clearance
4 1 (0.62%) CTC Cleared
4 1 (0.62%) HND
4 1 (0.62%) OCP
4 1 (0.62%) Oracle Certification
Quality Assurance & Compliance
1 13 (8.02%) QA
2 11 (6.79%) Data Quality
3 8 (4.94%) ISO 9001
3 8 (4.94%) ISO/IEC 27001
3 8 (4.94%) PCI DSS
4 1 (0.62%) COBIT
System Software
1 6 (3.70%) Docker
2 1 (0.62%) Active Directory
2 1 (0.62%) HDFS
2 1 (0.62%) Shibboleth
2 1 (0.62%) SRDF
Systems Management
1 1 (0.62%) LiteSpeed
Vendors
1 57 (35.19%) Microsoft
2 18 (11.11%) Oracle
3 11 (6.79%) SAP
4 8 (4.94%) Google
4 8 (4.94%) Tableau
4 8 (4.94%) Teradata
5 6 (3.70%) Informatica
6 5 (3.09%) webMethods
6 5 (3.09%) WSO2
7 4 (2.47%) Talend
8 3 (1.85%) Vertica
9 2 (1.23%) Cognos
9 2 (1.23%) Greenplum
9 2 (1.23%) MicroStrategy
10 1 (0.62%) Ab Initio
10 1 (0.62%) Cognizant
10 1 (0.62%) EMC
10 1 (0.62%) IBM
10 1 (0.62%) Novell
10 1 (0.62%) Siebel
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