Period
to 22 April 2018

The following table provides summary statistics for permanent job vacancies advertised in Gloucestershire with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 22 April 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
South West > Gloucestershire
6 months to
22 Apr 2018
Same period 2017 Same period 2016
Rank 98 127 119
Rank change year-on-year +29 -8 -46
Permanent jobs citing Data Modelling 29 31 34
As % of all permanent IT jobs advertised in Gloucestershire 1.91% 1.64% 1.69%
As % of the Processes & Methodologies category 2.11% 1.76% 1.87%
Number of salaries quoted 18 21 28
Gloucestershire median annual salary £47,500 £44,500 £45,000
Median salary % change year-on-year +6.74% -1.11% +8.43%
10th Percentile £41,100 £35,000 £33,750
90th Percentile £56,938 £62,000 £57,500
South West median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - -5.56%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Gloucestershire with a requirement for process or methodology skills.

All Process and Methodology Skills
Gloucestershire
Permanent vacancies with a requirement for process or methodology skills 1,373 1,766 1,814
As % of all permanent IT jobs advertised in Gloucestershire 90.27% 93.44% 90.07%
Number of salaries quoted 1,120 1,468 1,222
Gloucestershire median annual salary £45,000 £42,000 £44,000
Median salary % change year-on-year +7.14% -4.55% +5.39%
10th Percentile £26,250 £26,925 £26,250
90th Percentile £62,500 £63,750 £65,000
South West median annual salary £42,500 £41,000 £40,000
% change year-on-year +3.66% +2.50% +2.56%

Data Modelling
Job Vacancy Trend in Gloucestershire

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Gloucestershire.

Job vacancy trend for Data Modelling in Gloucestershire

Data Modelling
Salary Trend in Gloucestershire

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

Salary trend for Data Modelling in Gloucestershire

Data Modelling
Salary Histogram in Gloucestershire

The salary distribution of IT jobs citing Data Modelling in Gloucestershire over the 6 months to 22 April 2018.

Salary histogram for Data Modelling in Gloucestershire

Data Modelling
Job Locations in Gloucestershire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Gloucestershire region over the 6 months to 22 April 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cirencester +15 14 £53,750 - 2
Gloucester +8 3 £32,000 -23.81%
Cheltenham -5 2 £44,250 -28.63%
Data Modelling
South West

For the 6 months to 22 April 2018, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Gloucestershire region with a requirement for Data Modelling.

1 20 (68.97%) SQL
2 17 (58.62%) Data Warehouse
3 15 (51.72%) SQL Server
4 14 (48.28%) Data Management
5 12 (41.38%) Data Analysis
6 11 (37.93%) Business Intelligence
6 11 (37.93%) ERwin
7 10 (34.48%) Finance
8 8 (27.59%) Degree
9 7 (24.14%) Agile Software Development
9 7 (24.14%) ETL
10 6 (20.69%) T-SQL
10 6 (20.69%) SQL Server Integration Services
10 6 (20.69%) Mathematics
10 6 (20.69%) Data Architecture
10 6 (20.69%) Analytics
10 6 (20.69%) Numerate Degree
11 5 (17.24%) Problem-Solving
11 5 (17.24%) Analytical Skills
11 5 (17.24%) Big Data
11 5 (17.24%) Kimball Methodology
11 5 (17.24%) SQL Server 2008
11 5 (17.24%) Data Integration
11 5 (17.24%) DV Cleared
11 5 (17.24%) Security Cleared
11 5 (17.24%) Scrum
11 5 (17.24%) C
11 5 (17.24%) BusinessObjects
11 5 (17.24%) SMS
12 4 (13.79%) TCP/IP

Data Modelling
Co-occurring IT Skills in Gloucestershire 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 1 (3.45%) Apache
1 1 (3.45%) Apache Pig
1 1 (3.45%) Apache Spark
1 1 (3.45%) Confluence
1 1 (3.45%) Elasticsearch
Applications
1 3 (10.34%) Microsoft Excel
Business Applications
1 2 (6.90%) Dynamics CRM
Cloud Services
1 2 (6.90%) Microsoft Azure
1 2 (6.90%) SaaS
Communications & Networking
1 5 (17.24%) SMS
2 4 (13.79%) TCP/IP
Database & Business Intelligence
1 17 (58.62%) Data Warehouse
2 15 (51.72%) SQL Server
3 6 (20.69%) SQL Server Integration Services
4 5 (17.24%) Big Data
4 5 (17.24%) BusinessObjects
4 5 (17.24%) SQL Server 2008
5 4 (13.79%) Power BI
5 4 (13.79%) SQL Server 2016
6 3 (10.34%) SQL Server 2012
7 2 (6.90%) Data Lake
7 2 (6.90%) IBM InfoSphere
7 2 (6.90%) Qlik Sense
7 2 (6.90%) Relational Database
7 2 (6.90%) SQL Server 2005
8 1 (3.45%) Apache Accumulo
8 1 (3.45%) DataStage
8 1 (3.45%) DB2
8 1 (3.45%) Hadoop
8 1 (3.45%) Neo4j
8 1 (3.45%) OrientDB
Development Applications
1 11 (37.93%) ERwin
2 4 (13.79%) MSI
2 4 (13.79%) Rational DOORS
2 4 (13.79%) WiX
3 1 (3.45%) JIRA
General
1 10 (34.48%) Finance
2 2 (6.90%) Manufacturing
Job Titles
1 10 (34.48%) Analyst
2 8 (27.59%) Data Analyst
3 6 (20.69%) Architect
3 6 (20.69%) Data Architect
3 6 (20.69%) Developer
4 4 (13.79%) .NET Developer
4 4 (13.79%) .NET Software Developer
4 4 (13.79%) C# .NET Developer
4 4 (13.79%) C# Developer
4 4 (13.79%) C# Software Developer
4 4 (13.79%) Senior Analyst
4 4 (13.79%) Senior Systems Engineer
4 4 (13.79%) Software Developer
4 4 (13.79%) Systems Engineer
5 3 (10.34%) Business Intelligence Analyst
5 3 (10.34%) Financial Analyst
5 3 (10.34%) Senior Data Analyst
6 2 (6.90%) Administrator
6 2 (6.90%) Business Intelligence Developer
6 2 (6.90%) SQL DBA
Libraries, Frameworks & Software Standards
1 4 (13.79%) .NET
2 1 (3.45%) Kafka
Miscellaneous
1 5 (17.24%) Analytical Skills
2 4 (13.79%) Computer Science
2 4 (13.79%) Management Information System
2 4 (13.79%) Self-Motivation
3 2 (6.90%) FMCG
4 1 (3.45%) Data Structures
4 1 (3.45%) Greenfield Project
4 1 (3.45%) Wiki
Operating Systems
1 4 (13.79%) Windows
Processes & Methodologies
1 14 (48.28%) Data Management
2 12 (41.38%) Data Analysis
3 11 (37.93%) Business Intelligence
4 7 (24.14%) Agile Software Development
4 7 (24.14%) ETL
5 6 (20.69%) Analytics
5 6 (20.69%) Data Architecture
5 6 (20.69%) Mathematics
6 5 (17.24%) Data Integration
6 5 (17.24%) Kimball Methodology
6 5 (17.24%) Problem-Solving
6 5 (17.24%) Scrum
7 4 (13.79%) Acceptance Criteria
7 4 (13.79%) Information Security
7 4 (13.79%) MODAF
7 4 (13.79%) Requirements Management
7 4 (13.79%) Service Management
7 4 (13.79%) Software Engineering
7 4 (13.79%) TOGAF
7 4 (13.79%) Validation
Programming Languages
1 20 (68.97%) SQL
2 6 (20.69%) T-SQL
3 5 (17.24%) C
4 4 (13.79%) C#
5 1 (3.45%) Java
5 1 (3.45%) Python
5 1 (3.45%) Scala
Qualifications
1 8 (27.59%) Degree
2 6 (20.69%) Numerate Degree
3 5 (17.24%) DV Cleared
3 5 (17.24%) Security Cleared
Quality Assurance & Compliance
1 2 (6.90%) Data Quality
System Software
1 1 (3.45%) Apache ZooKeeper
Systems Management
1 1 (3.45%) Hadoop YARN
Vendors
1 4 (13.79%) Microsoft
2 2 (6.90%) Tableau
3 1 (3.45%) Hortonworks
3 1 (3.45%) IBM
3 1 (3.45%) MicroStrategy
3 1 (3.45%) Oracle
3 1 (3.45%) Teradata