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

3 months to
8 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 145 190 152
Rank change year-on-year
+45 -38
Permanent jobs citing Data Modelling 127 55 122
As % of all permanent IT jobs located in the North West 2.03% 0.91% 1.64%
As % of the Processes & Methodologies category 2.30% 1.04% 1.89%
Number of salaries quoted 93 49 108
Median salary £42,500 £50,000 £42,500
Median salary % change year-on-year
-15.00% +17.64%
90% offered a salary of more than £33,000 £30,459 £30,000
10% offered a salary of more than £56,600 £65,000 £52,550
UK excluding London median salary £47,500 £48,045 £45,000
% change year-on-year
-1.13% +6.76%
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
5529 5305 6438
As % of all permanent IT jobs located in the North West 88.27% 87.67% 86.61%
Number of salaries quoted 4647 4341 5517
Median salary £42,500 £40,000 £40,000
Median salary % change year-on-year
+6.25% -
90% offered a salary of more than £29,500 £28,500 £27,500
10% offered a salary of more than £60,000 £60,000 £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 8 December 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 8 December 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 +21 75 £47,500 -13.63% 9
Merseyside +11 25 £45,000 +21.62% 2
Cheshire +12 13 £36,750 -18.33% 4
Lancashire -5 12 £33,000 +8.34%
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 8 December 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.

1 148 (62.18%) SQL
2 115 (48.32%) Business Intelligence
3 106 (44.54%) SQL Server
4 87 (36.55%) Data Warehouse
5 64 (26.89%) SQL Server Integration Services
6 55 (23.11%) ETL
7 54 (22.69%) Finance
8 49 (20.59%) Microsoft
8 49 (20.59%) Agile Software Development
9 48 (20.17%) Oracle
10 44 (18.49%) SQL Server Reporting Services
11 42 (17.65%) Analytics
12 36 (15.13%) ITIL
13 33 (13.87%) Relational Database
13 33 (13.87%) Analytical Skills
14 32 (13.45%) Data Architecture
14 32 (13.45%) Scrum
15 31 (13.03%) Data Analysis
15 31 (13.03%) Data Quality
16 30 (12.61%) DevOps
17 29 (12.18%) Big Data
18 28 (11.76%) Migration
18 28 (11.76%) T-SQL
19 26 (10.92%) SQL Server 2008
19 26 (10.92%) Data Migration
19 26 (10.92%) Security Cleared
20 25 (10.50%) SAP
21 24 (10.08%) SQL Server Analysis Services
21 24 (10.08%) NoSQL
21 24 (10.08%) Kimball Methodology

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 18 (7.56%) Elasticsearch
2 11 (4.62%) SAS
3 10 (4.20%) Confluence
4 7 (2.94%) SAP Portal
5 4 (1.68%) Oracle SOA Suite
5 4 (1.68%) SharePoint
6 1 (0.42%) Apache Spark
Applications
1 21 (8.82%) MS Excel
2 14 (5.88%) SPSS
3 4 (1.68%) MS Visio
4 3 (1.26%) MS Office
4 3 (1.26%) Stata
Business Applications
1 4 (1.68%) Exstream
2 2 (0.84%) Dynamics AX
3 1 (0.42%) Dynamics CRM
3 1 (0.42%) Oracle Financials
3 1 (0.42%) SAP SD
Cloud Services
1 19 (7.98%) Amazon AWS
2 16 (6.72%) Amazon EC2
2 16 (6.72%) Amazon S3
3 10 (4.20%) Microsoft Azure
4 4 (1.68%) Cloud Computing
4 4 (1.68%) Force.com
4 4 (1.68%) IaaS
4 4 (1.68%) PaaS
4 4 (1.68%) SaaS
5 1 (0.42%) Data Lake Analytics
5 1 (0.42%) Google Analytics
5 1 (0.42%) Google Cloud Platform
5 1 (0.42%) Responsys
Communications & Networking
1 17 (7.14%) Internet
2 16 (6.72%) DNS
2 16 (6.72%) Firewall
2 16 (6.72%) NAS
2 16 (6.72%) SAN
3 1 (0.42%) OpenLDAP
Database & Business Intelligence
1 106 (44.54%) SQL Server
2 87 (36.55%) Data Warehouse
3 64 (26.89%) SQL Server Integration Services
4 44 (18.49%) SQL Server Reporting Services
5 33 (13.87%) Relational Database
6 29 (12.18%) Big Data
7 26 (10.92%) SQL Server 2008
8 24 (10.08%) NoSQL
8 24 (10.08%) SQL Server Analysis Services
9 23 (9.66%) Data Mining
10 21 (8.82%) Power BI
11 20 (8.40%) QlikView
12 19 (7.98%) Amazon Redshift
13 16 (6.72%) Oracle Database
13 16 (6.72%) Siebel EIM
14 13 (5.46%) SQL Server 2012
15 12 (5.04%) Hadoop
16 11 (4.62%) BusinessObjects
16 11 (4.62%) RDBMS
17 9 (3.78%) Star Schema
Development Applications
1 18 (7.56%) Team Foundation Server
2 12 (5.04%) JIRA
3 9 (3.78%) Visual Studio
4 5 (2.10%) Balsamiq Mockups
5 4 (1.68%) Eclipse
5 4 (1.68%) Oracle APEX
6 2 (0.84%) ERwin
6 2 (0.84%) Talend Open Studio
7 1 (0.42%) Git (software)
7 1 (0.42%) SQL Server Management Studio (SSMS)
General
1 54 (22.69%) Finance
2 22 (9.24%) Banking
3 20 (8.40%) Retail
4 11 (4.62%) Manufacturing
5 7 (2.94%) Marketing
6 5 (2.10%) Corporate Banking
7 4 (1.68%) Advertising
7 4 (1.68%) Games
7 4 (1.68%) Multimedia
7 4 (1.68%) Retail Banking
8 2 (0.84%) Legal
8 2 (0.84%) Pharmaceutical
9 1 (0.42%) Back Office
9 1 (0.42%) Front Office
9 1 (0.42%) Publishing
Job Titles
1 79 (33.19%) Analyst
2 42 (17.65%) Developer
3 33 (13.87%) DBA
4 32 (13.45%) SQL DBA
5 26 (10.92%) Business Analyst
5 26 (10.92%) Data Analyst
6 25 (10.50%) Administrator
7 18 (7.56%) Senior DBA
7 18 (7.56%) Senior SQL DBA
8 17 (7.14%) Business Intelligence Analyst
9 15 (6.30%) Business Intelligence Developer
9 15 (6.30%) Data Warehouse Analyst
10 14 (5.88%) Consultant
11 12 (5.04%) Architect
11 12 (5.04%) Data Architect
11 12 (5.04%) Data Modeller
11 12 (5.04%) SQL Analyst
12 11 (4.62%) Data Scientist
13 10 (4.20%) Senior Analyst
13 10 (4.20%) Senior Business Analyst
Libraries, Frameworks & Software Standards
1 8 (3.36%) HTML
2 7 (2.94%) BAPI
2 7 (2.94%) MDX
3 6 (2.52%) .NET
4 4 (1.68%) DHTML
4 4 (1.68%) Visualforce
5 1 (0.42%) Ajax
5 1 (0.42%) jQuery
5 1 (0.42%) SAML
Miscellaneous
1 33 (13.87%) Analytical Skills
2 20 (8.40%) Visualisation
3 16 (6.72%) Data Integration
3 16 (6.72%) Management Information System
4 13 (5.46%) Computer Science
5 12 (5.04%) Statistics
6 10 (4.20%) Credit Risk
6 10 (4.20%) Data Protection Act
7 7 (2.94%) FMCG
8 6 (2.52%) iPad
8 6 (2.52%) Physics
9 5 (2.10%) Data Structures
9 5 (2.10%) Mathematics
9 5 (2.10%) Performance Metrics
10 4 (1.68%) Algorithms
10 4 (1.68%) Cybercrime
10 4 (1.68%) Reference Data
11 3 (1.26%) User Experience
12 2 (0.84%) Taxonomies
13 1 (0.42%) Clustering
Operating Systems
1 16 (6.72%) Unix
2 5 (2.10%) Linux
3 1 (0.42%) Android
3 1 (0.42%) Apple iOS
3 1 (0.42%) Mac OS X
3 1 (0.42%) Windows
Processes & Methodologies
1 115 (48.32%) Business Intelligence
2 55 (23.11%) ETL
3 49 (20.59%) Agile Software Development
4 42 (17.65%) Analytics
5 36 (15.13%) ITIL
6 32 (13.45%) Data Architecture
6 32 (13.45%) Scrum
7 31 (13.03%) Data Analysis
8 30 (12.61%) DevOps
9 28 (11.76%) Migration
10 26 (10.92%) Data Migration
11 24 (10.08%) Kimball Methodology
12 22 (9.24%) Performance Tuning
13 21 (8.82%) Logical Data Model
14 18 (7.56%) Customer Engagement
14 18 (7.56%) Software Engineering
15 16 (6.72%) Data Analytics
15 16 (6.72%) Requirements Management
16 15 (6.30%) Data Management
16 15 (6.30%) Project Management
Programming Languages
1 148 (62.18%) SQL
2 28 (11.76%) T-SQL
3 19 (7.98%) VBA
4 17 (7.14%) PL/SQL
4 17 (7.14%) PowerShell
4 17 (7.14%) Python
4 17 (7.14%) R
5 16 (6.72%) Shell Script
6 8 (3.36%) ABAP
7 7 (2.94%) SAPscript
8 6 (2.52%) Java
9 5 (2.10%) C
9 5 (2.10%) C#
9 5 (2.10%) JavaScript
10 4 (1.68%) Apex Code
11 1 (0.42%) Data Analysis Expressions (DAX)
11 1 (0.42%) PHP
11 1 (0.42%) VB
11 1 (0.42%) VB.NET
Qualifications
1 26 (10.92%) Security Cleared
2 16 (6.72%) Degree
2 16 (6.72%) SC Cleared
3 10 (4.20%) DV Cleared
4 6 (2.52%) ISEB
4 6 (2.52%) Microsoft Certification
4 6 (2.52%) PhD
5 5 (2.10%) IIBA
6 4 (1.68%) MCSA
7 1 (0.42%) BPSS Clearance
7 1 (0.42%) CTC Cleared
7 1 (0.42%) ISTQB
Quality Assurance & Compliance
1 31 (13.03%) Data Quality
2 22 (9.24%) PCI DSS
3 18 (7.56%) ISO/IEC 27001
4 8 (3.36%) QA
5 4 (1.68%) SLA
6 2 (0.84%) COBIT
6 2 (0.84%) IAS 39
6 2 (0.84%) ISO 9001
System Software
1 16 (6.72%) VMware ESX
1 16 (6.72%) VMware ESXi
2 1 (0.42%) Active Directory
2 1 (0.42%) Shibboleth
Systems Management
1 16 (6.72%) SCOM
Vendors
1 49 (20.59%) Microsoft
2 48 (20.17%) Oracle
3 25 (10.50%) SAP
4 22 (9.24%) Informatica
4 22 (9.24%) Tableau
5 17 (7.14%) Teradata
6 16 (6.72%) Siebel
6 16 (6.72%) VMware
7 6 (2.52%) Cognizant
8 5 (2.10%) Ab Initio
8 5 (2.10%) Atlassian
8 5 (2.10%) Cloudera
8 5 (2.10%) HP
9 4 (1.68%) GoldenSource
9 4 (1.68%) Salesforce.com
10 3 (1.26%) Google
10 3 (1.26%) Netezza
11 2 (0.84%) Hyperion
11 2 (0.84%) IBM
11 2 (0.84%) JD Edwards
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