Period
to 20 July 2018

The following table provides summary statistics for contract job vacancies advertised in Bristol with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 6 months to 20 July 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
South West > Bristol
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 75 66 85
Rank change year-on-year -9 +19 -4
Contract jobs citing Data Modelling 39 41 29
As % of all contract IT jobs advertised in Bristol 2.12% 2.39% 1.58%
As % of the Processes & Methodologies category 2.53% 2.89% 1.90%
Number of daily rates quoted 26 25 20
Bristol median daily rate £438 £400 £400
Median daily rate % change year-on-year +9.38% - +1.01%
10th Percentile £338 £315 £230
90th Percentile £506 £540 £531
South West median daily rate £460 £450 £450
% change year-on-year +2.22% - -2.70%
Number of hourly rates quoted 0 1 0
Bristol median hourly rate - £35.00 -
South West median hourly rate - £35.00 -

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

All Process and Methodology Skills
Bristol
Contract vacancies with a requirement for process or methodology skills 1,542 1,420 1,527
As % of all contract IT jobs advertised in Bristol 83.67% 82.70% 83.40%
Number of daily rates quoted 1,013 960 1,110
Bristol median daily rate £400 £375 £375
Median daily rate % change year-on-year +6.67% - -
10th Percentile £273 £250 £260
90th Percentile £530 £530 £538
South West median daily rate £413 £400 £375
% change year-on-year +3.13% +6.67% -
Number of hourly rates quoted 48 37 57
Bristol median hourly rate £39.75 £34.00 £37.50
Median hourly rate % change year-on-year +16.91% -9.33% +7.14%
10th Percentile £11.18 £11.95 £12.00
90th Percentile £54.60 £48.11 £52.20
South West median hourly rate £40.00 £40.00 £39.00
% change year-on-year - +2.56% +11.43%

Data Modelling
Job Vacancy Trend in Bristol

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

Job vacancy trend for Data Modelling in Bristol

Data Modelling
Contractor Daily Rate Trend in Bristol

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Modelling in Bristol.

Contractor daily rate trend for Data Modelling in Bristol

Data Modelling
Contractor Daily Rate Histogram in Bristol

The daily rate distribution of IT jobs citing Data Modelling in Bristol over the 6 months to 20 July 2018.

Contractor daily rate histogram for Data Modelling in Bristol

Data Modelling
Contractor Hourly Rate Trend in Bristol

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Modelling in Bristol.

Contractor hourly rate trend for Data Modelling in Bristol

For the 6 months to 20 July 2018, IT contractor 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 contract job ads across the Bristol region with a requirement for Data Modelling.

1 20 (51.28%) SQL
2 16 (41.03%) Microsoft
3 15 (38.46%) SQL Server Integration Services
4 14 (35.90%) Data Warehouse
5 13 (33.33%) Agile Software Development
6 12 (30.77%) Business Intelligence
7 10 (25.64%) Finance
7 10 (25.64%) SQL Server
7 10 (25.64%) Microsoft Azure
7 10 (25.64%) Power BI
8 9 (23.08%) Logical Data Model
9 8 (20.51%) Security Cleared
9 8 (20.51%) Visualisation
9 8 (20.51%) SQL Server Reporting Services
9 8 (20.51%) ETL
9 8 (20.51%) T-SQL
10 7 (17.95%) Microsoft Excel
10 7 (17.95%) Hadoop
10 7 (17.95%) SC Cleared
10 7 (17.95%) Analytical Skills
10 7 (17.95%) Master Data Management
11 6 (15.38%) Customer Requirements
11 6 (15.38%) Scrum
12 5 (12.82%) Teradata
12 5 (12.82%) Data Analysis
12 5 (12.82%) SQL Server Analysis Services
12 5 (12.82%) Physical Data Model
13 4 (10.26%) Big Data
13 4 (10.26%) Analytics
13 4 (10.26%) User Stories

Data Modelling
Co-occurring IT Skills in Bristol 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 (5.13%) Confluence
2 1 (2.56%) Apache Spark
2 1 (2.56%) SAS
2 1 (2.56%) SharePoint
Applications
1 7 (17.95%) Microsoft Excel
2 2 (5.13%) Microsoft Office
3 1 (2.56%) Microsoft PowerPoint
3 1 (2.56%) Microsoft Project
Business Applications
1 2 (5.13%) SAP MDG
1 2 (5.13%) Teamcenter
2 1 (2.56%) Dynamics CRM
2 1 (2.56%) SAP MDG-S
Cloud Services
1 10 (25.64%) Microsoft Azure
2 4 (10.26%) PaaS
3 1 (2.56%) Amazon AWS
3 1 (2.56%) Azure Data Factory
3 1 (2.56%) Dynamics 365
3 1 (2.56%) Office 365
Database & Business Intelligence
1 15 (38.46%) SQL Server Integration Services
2 14 (35.90%) Data Warehouse
3 10 (25.64%) Power BI
3 10 (25.64%) SQL Server
4 8 (20.51%) SQL Server Reporting Services
5 7 (17.95%) Hadoop
6 5 (12.82%) SQL Server Analysis Services
7 4 (10.26%) Big Data
8 3 (7.69%) Relational Database
9 2 (5.13%) DataStage
9 2 (5.13%) MySQL
9 2 (5.13%) QlikView
10 1 (2.56%) DTS
10 1 (2.56%) MS Access
10 1 (2.56%) OLAP
10 1 (2.56%) OLTP
10 1 (2.56%) Oracle Database 11g
10 1 (2.56%) PostgreSQL
10 1 (2.56%) SQL Server 2005
10 1 (2.56%) Star Schema
Development Applications
1 2 (5.13%) JIRA
1 2 (5.13%) SQL Server Management Studio (SSMS)
1 2 (5.13%) Team Foundation Server
1 2 (5.13%) Visual Studio
2 1 (2.56%) Git (software)
2 1 (2.56%) Jenkins
2 1 (2.56%) SonarQube
General
1 10 (25.64%) Finance
2 4 (10.26%) Banking
3 2 (5.13%) Retail Banking
4 1 (2.56%) Corporate Banking
4 1 (2.56%) Retail
Job Titles
1 17 (43.59%) Analyst
2 11 (28.21%) Data Analyst
3 10 (25.64%) Developer
4 5 (12.82%) Architect
5 4 (10.26%) Business Analyst
5 4 (10.26%) Data Modeller
5 4 (10.26%) DBA
6 3 (7.69%) Business Intelligence Analyst
6 3 (7.69%) Consultant
6 3 (7.69%) SQL Analyst
6 3 (7.69%) SQL Data Analyst
6 3 (7.69%) SQL DBA
6 3 (7.69%) SQL Developer
7 2 (5.13%) Business Developer
7 2 (5.13%) Business Systems Analyst
7 2 (5.13%) Data Architect
7 2 (5.13%) Data Engineer
7 2 (5.13%) Data Warehouse Developer
7 2 (5.13%) SC Cleared DBA
7 2 (5.13%) Systems Analyst
Libraries, Frameworks & Software Standards
1 3 (7.69%) .NET
2 2 (5.13%) .NET Framework
2 2 (5.13%) Web Services
2 2 (5.13%) XML
3 1 (2.56%) Flask
3 1 (2.56%) Kafka
3 1 (2.56%) XML Schema
Miscellaneous
1 7 (17.95%) Analytical Skills
2 2 (5.13%) Data Structures
3 1 (2.56%) Greenfield Project
Operating Systems
1 2 (5.13%) Unix
1 2 (5.13%) Windows
2 1 (2.56%) Linux
Processes & Methodologies
1 13 (33.33%) Agile Software Development
2 12 (30.77%) Business Intelligence
3 9 (23.08%) Logical Data Model
4 8 (20.51%) ETL
4 8 (20.51%) Visualisation
5 7 (17.95%) Master Data Management
6 6 (15.38%) Customer Requirements
6 6 (15.38%) Scrum
7 5 (12.82%) Data Analysis
7 5 (12.82%) Physical Data Model
8 4 (10.26%) Analytics
8 4 (10.26%) Kanban
8 4 (10.26%) User Stories
9 3 (7.69%) Capacity Planning
9 3 (7.69%) Continuous Improvement
9 3 (7.69%) Data Integration
9 3 (7.69%) Problem-Solving
9 3 (7.69%) Test Scripting
10 2 (5.13%) Data Management
10 2 (5.13%) Trend Analysis
Programming Languages
1 20 (51.28%) SQL
2 8 (20.51%) T-SQL
3 3 (7.69%) PL/SQL
4 2 (5.13%) C#
4 2 (5.13%) Shell Script
4 2 (5.13%) VB.NET
4 2 (5.13%) VBA
5 1 (2.56%) Bash Shell
5 1 (2.56%) C
5 1 (2.56%) Korn
5 1 (2.56%) Python
5 1 (2.56%) R
Qualifications
1 8 (20.51%) Security Cleared
2 7 (17.95%) SC Cleared
3 4 (10.26%) ISEB
4 1 (2.56%) BC Cleared
Quality Assurance & Compliance
1 2 (5.13%) Data Quality
2 1 (2.56%) Disclosure Scotland
Systems Management
1 1 (2.56%) Ansible
Vendors
1 16 (41.03%) Microsoft
2 5 (12.82%) Teradata
3 3 (7.69%) Hortonworks
4 2 (5.13%) IBM
4 2 (5.13%) Oracle
4 2 (5.13%) SAP
5 1 (2.56%) Cloudera
5 1 (2.56%) Cognos
5 1 (2.56%) Hitachi
5 1 (2.56%) Informatica
5 1 (2.56%) Tableau