Period
to 15 July 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 15 July 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
South West > Gloucestershire
6 months to
15 Jul 2018
Same period 2017 Same period 2016
Rank 105 129 127
Rank change year-on-year +24 -2 -61
Permanent jobs citing Data Modelling 26 18 27
As % of all permanent IT jobs advertised in Gloucestershire 1.56% 1.04% 1.29%
As % of the Processes & Methodologies category 1.70% 1.13% 1.45%
Number of salaries quoted 25 13 23
Gloucestershire median annual salary £47,500 £44,500 £47,500
Median salary % change year-on-year +6.74% -6.32% +5.56%
10th Percentile £42,050 £34,000 £34,250
90th Percentile £80,400 £47,500 £57,500
South West median annual salary £45,000 £42,500 £41,000
% change year-on-year +5.88% +3.66% -8.89%

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 1,532 1,586 1,858
As % of all permanent IT jobs advertised in Gloucestershire 91.96% 91.62% 88.86%
Number of salaries quoted 1,245 1,272 1,306
Gloucestershire median annual salary £45,000 £42,500 £45,000
Median salary % change year-on-year +5.88% -5.56% +8.43%
10th Percentile £26,250 £25,750 £27,000
90th Percentile £66,250 £65,000 £65,000
South West median annual salary £42,500 £41,377 £40,000
% change year-on-year +2.72% +3.44% -

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 15 July 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 15 July 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 - 9 £55,000 - 1
Cheltenham -3 4 £45,000 +1.12%
Gloucester +8 1 £32,000 -23.81% 5
Data Modelling
South West

For the 6 months to 15 July 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 18 (69.23%) SQL
2 13 (50.00%) SQL Server
3 12 (46.15%) Data Warehouse
4 10 (38.46%) T-SQL
5 9 (34.62%) Agile Software Development
6 8 (30.77%) MSI
6 8 (30.77%) .NET
6 8 (30.77%) C#
6 8 (30.77%) Windows
6 8 (30.77%) TCP/IP
6 8 (30.77%) Software Engineering
6 8 (30.77%) WiX
6 8 (30.77%) Self-Motivation
7 7 (26.92%) ETL
7 7 (26.92%) Data Management
8 6 (23.08%) Waterfall
8 6 (23.08%) SQL Server Integration Services
9 5 (19.23%) Data Analysis
9 5 (19.23%) Business Intelligence
9 5 (19.23%) Microsoft
10 4 (15.38%) ERwin
10 4 (15.38%) Finance
10 4 (15.38%) SQL Server 2008
10 4 (15.38%) Big Data
10 4 (15.38%) SQL Server 2016
11 3 (11.54%) Data Lake
11 3 (11.54%) Power BI
11 3 (11.54%) Data Quality
11 3 (11.54%) SaaS
11 3 (11.54%) Analytics

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 2 (7.69%) Confluence
2 1 (3.85%) Apache
2 1 (3.85%) Apache Pig
2 1 (3.85%) Apache Spark
2 1 (3.85%) Elasticsearch
2 1 (3.85%) SAS
Applications
1 1 (3.85%) Chatbot
1 1 (3.85%) Microsoft Excel
Business Applications
1 2 (7.69%) Dynamics CRM
Cloud Services
1 3 (11.54%) Microsoft Azure
1 3 (11.54%) SaaS
2 2 (7.69%) Amazon AWS
3 1 (3.85%) Amazon EC2
3 1 (3.85%) Amazon S3
3 1 (3.85%) Amazon SageMaker
3 1 (3.85%) Amazon SQS
Communications & Networking
1 8 (30.77%) TCP/IP
2 3 (11.54%) SMS
Database & Business Intelligence
1 13 (50.00%) SQL Server
2 12 (46.15%) Data Warehouse
3 6 (23.08%) SQL Server Integration Services
4 4 (15.38%) Big Data
4 4 (15.38%) SQL Server 2008
4 4 (15.38%) SQL Server 2016
5 3 (11.54%) Data Lake
5 3 (11.54%) Power BI
5 3 (11.54%) Relational Database
6 2 (7.69%) DataStage
6 2 (7.69%) IBM InfoSphere
6 2 (7.69%) NoSQL
6 2 (7.69%) SQL Server 2005
6 2 (7.69%) SQL Server 2012
7 1 (3.85%) Apache Hive
7 1 (3.85%) BusinessObjects
7 1 (3.85%) DB2
7 1 (3.85%) Hadoop
7 1 (3.85%) Neo4j
7 1 (3.85%) PostgreSQL
Development Applications
1 8 (30.77%) MSI
1 8 (30.77%) WiX
2 4 (15.38%) ERwin
3 2 (7.69%) JIRA
4 1 (3.85%) Atlassian Bamboo
4 1 (3.85%) Bitbucket
4 1 (3.85%) Git (software)
4 1 (3.85%) IntelliJ
General
1 4 (15.38%) Finance
2 1 (3.85%) Retail
Job Titles
1 11 (42.31%) Developer
2 10 (38.46%) Architect
3 8 (30.77%) .NET Developer
3 8 (30.77%) .NET Software Developer
3 8 (30.77%) C# .NET Developer
3 8 (30.77%) C# Developer
3 8 (30.77%) C# Software Developer
3 8 (30.77%) Software Developer
4 7 (26.92%) Data Architect
5 2 (7.69%) Administrator
5 2 (7.69%) Analyst
5 2 (7.69%) Business Intelligence Developer
5 2 (7.69%) Data Analyst
5 2 (7.69%) DBA
5 2 (7.69%) Power BI Developer
5 2 (7.69%) Solutions Architect
5 2 (7.69%) SQL DBA
6 1 (3.85%) Business Intelligence Lead
6 1 (3.85%) Governance Manager
6 1 (3.85%) Information Governance Manager
Libraries, Frameworks & Software Standards
1 8 (30.77%) .NET
2 1 (3.85%) Java EE
2 1 (3.85%) JSON
2 1 (3.85%) Kafka
2 1 (3.85%) Natural Language Processing
2 1 (3.85%) Spring
2 1 (3.85%) XML
Miscellaneous
1 8 (30.77%) Self-Motivation
2 3 (11.54%) Analytical Skills
2 3 (11.54%) Data Structures
3 1 (3.85%) Algorithms
3 1 (3.85%) Greenfield Project
3 1 (3.85%) Wiki
Operating Systems
1 8 (30.77%) Windows
Processes & Methodologies
1 9 (34.62%) Agile Software Development
2 8 (30.77%) Software Engineering
3 7 (26.92%) Data Management
3 7 (26.92%) ETL
4 6 (23.08%) Waterfall
5 5 (19.23%) Business Intelligence
5 5 (19.23%) Data Analysis
6 3 (11.54%) Analytics
6 3 (11.54%) Data Integration
6 3 (11.54%) Requirements Analysis
6 3 (11.54%) Service Management
7 2 (7.69%) Acceptance Criteria
7 2 (7.69%) Business Process Modelling
7 2 (7.69%) Continuous Improvement
7 2 (7.69%) Dashboard Development
7 2 (7.69%) Data Engineering
7 2 (7.69%) Data Governance
7 2 (7.69%) Data Visualisation
7 2 (7.69%) Scrum
7 2 (7.69%) User Stories
Programming Languages
1 18 (69.23%) SQL
2 10 (38.46%) T-SQL
3 8 (30.77%) C#
4 3 (11.54%) C
5 2 (7.69%) Python
6 1 (3.85%) Java
6 1 (3.85%) R
6 1 (3.85%) Scala
Qualifications
1 3 (11.54%) DV Cleared
1 3 (11.54%) Security Cleared
2 1 (3.85%) Degree
2 1 (3.85%) Numerate Degree
Quality Assurance & Compliance
1 3 (11.54%) Data Quality
System Software
1 1 (3.85%) Apache ZooKeeper
Systems Management
1 1 (3.85%) Hadoop YARN
Vendors
1 5 (19.23%) Microsoft
2 2 (7.69%) IBM
2 2 (7.69%) Tableau
3 1 (3.85%) Alteryx
3 1 (3.85%) Atlassian
3 1 (3.85%) Hortonworks
3 1 (3.85%) Informatica
3 1 (3.85%) MicroStrategy
3 1 (3.85%) Oracle
3 1 (3.85%) SAP
3 1 (3.85%) Talend
3 1 (3.85%) Teradata