The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the Manchester region. Included is a guide to the salaries offered in IT jobs that have cited Data Modelling over the 3 months to 23 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
23 Jan 2017
Same period 2016 Same period 2015
Data Modelling
North West / Manchester
Rank 128 125 147
Rank change year-on-year
-3 +22
Permanent jobs citing Data Modelling 72 54 45
As % of all permanent IT jobs located in Manchester 1.96% 1.69% 1.15%
As % of the Processes & Methodologies category 2.17% 1.87% 1.33%
Number of salaries quoted 67 48 38
Median salary £41,500 £50,000 £43,500
Median salary % change year-on-year
-17.00% +14.94%
90% offered a salary of more than £32,000 £31,350 £33,500
10% offered a salary of more than £55,000 £55,000 £62,250
UK excluding London median salary £47,500 £47,772 £46,000
% change year-on-year
-0.56% +3.85%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Manchester region.

Processes & Methodologies Category
Manchester
Permanent IT job ads with a match in the
Processes & Methodologies category
3317 2881 3377
As % of all permanent IT jobs located in Manchester 90.41% 90.14% 85.95%
Number of salaries quoted 2871 2369 2910
Median salary £45,000 £43,000 £40,000
Median salary % change year-on-year
+4.65% +7.50%
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £60,000 £60,000 £62,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Modelling
Jobs Demand Trend in Manchester

The demand trend of job ads across the Manchester 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 Manchester

Data Modelling
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling across the Manchester region.

Data Modelling Salary Trend in Manchester

Data Modelling
Salary Histogram in Manchester

This chart provides a salary histogram for IT jobs citing Data Modelling across the Manchester region over the 3 months to 23 January 2017.

Data Modelling Salary Histogram in Manchester

Data Modelling
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Manchester region over the 3 months to 23 January 2017. 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 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
Stockport +14 7 £35,000 - 2
Rochdale -10 4 £55,000 +1.85%
Bolton -15 3 £37,500 +82.92% 1
Bury - 2 £36,500 -
Salford - 2 £40,000 -
Data Modelling
North West

Data Modelling
Top 30 Related IT Skills in Manchester

For the 6 months to 23 January 2017, 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 Manchester region with a requirement for Data Modelling.

1 83 (58.45%) SQL
2 57 (40.14%) Business Intelligence
3 52 (36.62%) SQL Server
4 46 (32.39%) Data Warehouse
5 35 (24.65%) ETL
6 34 (23.94%) Agile Software Development
7 31 (21.83%) Oracle
8 30 (21.13%) DevOps
9 28 (19.72%) SQL Server Integration Services
10 26 (18.31%) Finance
11 25 (17.61%) SQL Server Reporting Services
11 25 (17.61%) Data Architecture
12 24 (16.90%) Scrum
13 22 (15.49%) ITIL
13 22 (15.49%) SQL Server 2008
14 20 (14.08%) PCI DSS
14 20 (14.08%) Amazon AWS
14 20 (14.08%) NoSQL
15 18 (12.68%) Visualisation
15 18 (12.68%) Internet
15 18 (12.68%) Relational Database
15 18 (12.68%) Kimball Methodology
16 17 (11.97%) Big Data
16 17 (11.97%) Analytical Skills
16 17 (11.97%) Amazon S3
16 17 (11.97%) Requirements Management
17 16 (11.27%) SQL Server Analysis Services
17 16 (11.27%) Amazon Redshift
17 16 (11.27%) Analytics
18 15 (10.56%) Data Protection

Data Modelling
Top Related IT Skills in Manchester 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 (9.86%) SAS
2 13 (9.15%) Elasticsearch
3 11 (7.75%) Confluence
4 7 (4.93%) SAP Portal
4 7 (4.93%) SharePoint
5 2 (1.41%) Oracle SOA Suite
Applications
1 12 (8.45%) MS Excel
2 7 (4.93%) SPSS
3 3 (2.11%) MS Office
Business Applications
1 5 (3.52%) Eloqua
2 2 (1.41%) Dynamics AX
3 1 (0.70%) Dynamics CRM
3 1 (0.70%) Oracle Financials
Cloud Services
1 20 (14.08%) Amazon AWS
2 17 (11.97%) Amazon S3
3 13 (9.15%) Amazon EC2
4 7 (4.93%) IaaS
4 7 (4.93%) PaaS
4 7 (4.93%) SaaS
5 1 (0.70%) Cloud Computing
5 1 (0.70%) Force.com
5 1 (0.70%) Google Analytics
5 1 (0.70%) Google Cloud Platform
5 1 (0.70%) Microsoft Azure
5 1 (0.70%) Responsys
Communications & Networking
1 18 (12.68%) Internet
2 13 (9.15%) DNS
2 13 (9.15%) Firewall
2 13 (9.15%) NAS
2 13 (9.15%) SAN
Database & Business Intelligence
1 52 (36.62%) SQL Server
2 46 (32.39%) Data Warehouse
3 28 (19.72%) SQL Server Integration Services
4 25 (17.61%) SQL Server Reporting Services
5 22 (15.49%) SQL Server 2008
6 20 (14.08%) NoSQL
7 18 (12.68%) Relational Database
8 17 (11.97%) Big Data
9 16 (11.27%) Amazon Redshift
9 16 (11.27%) SQL Server Analysis Services
10 14 (9.86%) Oracle Database
11 11 (7.75%) Hadoop
11 11 (7.75%) RDBMS
12 7 (4.93%) BusinessObjects
12 7 (4.93%) GIS
12 7 (4.93%) SAP BW
12 7 (4.93%) SQL Server 2005
13 6 (4.23%) MongoDB
13 6 (4.23%) QlikView
13 6 (4.23%) SQL Server 2016
Development Applications
1 14 (9.86%) Team Foundation Server
2 11 (7.75%) JIRA
3 6 (4.23%) Balsamiq Mockups
4 5 (3.52%) Git (software)
5 2 (1.41%) ERwin
6 1 (0.70%) Oracle APEX
6 1 (0.70%) SQL Server Management Studio (SSMS)
6 1 (0.70%) Talend Open Studio
6 1 (0.70%) Visual Studio
General
1 26 (18.31%) Finance
2 12 (8.45%) Manufacturing
3 11 (7.75%) Retail
4 10 (7.04%) Banking
5 7 (4.93%) Multimedia
6 5 (3.52%) Telecoms
7 4 (2.82%) Games
7 4 (2.82%) Marketing
8 2 (1.41%) Legal
9 1 (0.70%) Back Office
9 1 (0.70%) Front Office
Job Titles
1 46 (32.39%) Analyst
2 28 (19.72%) DBA
3 27 (19.01%) SQL DBA
4 23 (16.20%) Business Analyst
5 21 (14.79%) Developer
6 20 (14.08%) Administrator
7 17 (11.97%) Business Intelligence Analyst
8 14 (9.86%) Data Modeller
9 13 (9.15%) Senior DBA
9 13 (9.15%) Senior SQL DBA
10 11 (7.75%) Systems Engineer
11 10 (7.04%) Consultant
11 10 (7.04%) Lead Business Analyst
12 8 (5.63%) Architect
12 8 (5.63%) Business Consultant
12 8 (5.63%) Business Intelligence Consultant
12 8 (5.63%) Data Architect
13 7 (4.93%) ABAP Developer
13 7 (4.93%) Agile Business Analyst
13 7 (4.93%) SAP Developer
Libraries, Frameworks & Software Standards
1 7 (4.93%) BAPI
2 6 (4.23%) HTML
3 5 (3.52%) Ajax
3 5 (3.52%) jQuery
4 2 (1.41%) .NET
5 1 (0.70%) DHTML
5 1 (0.70%) Visualforce
Miscellaneous
1 18 (12.68%) Visualisation
2 17 (11.97%) Analytical Skills
3 14 (9.86%) Computer Science
4 13 (9.15%) Data Protection Act
4 13 (9.15%) iPad
5 12 (8.45%) Management Information System
6 8 (5.63%) Statistics
7 7 (4.93%) FMCG
7 7 (4.93%) User Experience
8 6 (4.23%) Credit Risk
9 5 (3.52%) Performance Metrics
10 4 (2.82%) Cybercrime
11 3 (2.11%) Data Integration
12 2 (1.41%) Algorithms
12 2 (1.41%) Taxonomies
13 1 (0.70%) Clustering
13 1 (0.70%) Data Conversion
13 1 (0.70%) Fintech
Operating Systems
1 5 (3.52%) Android
1 5 (3.52%) Apple iOS
1 5 (3.52%) Linux
1 5 (3.52%) Mac OS X
1 5 (3.52%) Windows
Processes & Methodologies
1 57 (40.14%) Business Intelligence
2 35 (24.65%) ETL
3 34 (23.94%) Agile Software Development
4 30 (21.13%) DevOps
5 25 (17.61%) Data Architecture
6 24 (16.90%) Scrum
7 22 (15.49%) ITIL
8 18 (12.68%) Kimball Methodology
9 17 (11.97%) Requirements Management
10 16 (11.27%) Analytics
11 15 (10.56%) Data Protection
11 15 (10.56%) Software Engineering
12 14 (9.86%) Performance Tuning
13 13 (9.15%) CRM
13 13 (9.15%) Customer Engagement
13 13 (9.15%) Data Analysis
13 13 (9.15%) Data Migration
13 13 (9.15%) E-Commerce
13 13 (9.15%) Migration
13 13 (9.15%) Project Management
Programming Languages
1 83 (58.45%) SQL
2 13 (9.15%) PowerShell
3 12 (8.45%) Python
3 12 (8.45%) VBA
4 10 (7.04%) T-SQL
5 8 (5.63%) R
6 7 (4.93%) ABAP
6 7 (4.93%) SAPscript
7 6 (4.23%) C
7 6 (4.23%) JavaScript
8 5 (3.52%) C#
8 5 (3.52%) Java
8 5 (3.52%) PHP
9 1 (0.70%) Apex Code
9 1 (0.70%) PL/SQL
9 1 (0.70%) VB
9 1 (0.70%) VB.NET
Qualifications
1 13 (9.15%) Degree
2 9 (6.34%) DV Cleared
2 9 (6.34%) Security Cleared
3 7 (4.93%) MCSA
3 7 (4.93%) Microsoft Certification
4 2 (1.41%) PhD
Quality Assurance & Compliance
1 20 (14.08%) PCI DSS
2 13 (9.15%) ISO/IEC 27001
3 8 (5.63%) Data Quality
4 7 (4.93%) QA
4 7 (4.93%) SLA
5 2 (1.41%) COBIT
5 2 (1.41%) IAS 39
System Software
1 13 (9.15%) VMware ESX
1 13 (9.15%) VMware ESXi
Systems Management
1 13 (9.15%) SCOM
Vendors
1 31 (21.83%) Oracle
2 15 (10.56%) Microsoft
3 13 (9.15%) VMware
4 9 (6.34%) SAP
5 8 (5.63%) Tableau
6 6 (4.23%) Salesforce.com
7 5 (3.52%) Atlassian
7 5 (3.52%) Cloudera
7 5 (3.52%) Teradata
8 3 (2.11%) Informatica
9 2 (1.41%) Ab Initio
9 2 (1.41%) Google
9 2 (1.41%) Hyperion
9 2 (1.41%) JD Edwards
10 1 (0.70%) Alteryx
10 1 (0.70%) IBM
10 1 (0.70%) Talend
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