Period
to 25 April 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 25 April 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
25 Apr 2018
Same period 2017 Same period 2016
Rank 55 75 65
Rank change year-on-year +20 -10 +1
Contract jobs citing Data Modelling 51 29 43
As % of all contract IT jobs advertised in Bristol 2.97% 1.83% 2.51%
As % of the Processes & Methodologies category 3.63% 2.19% 2.98%
Number of daily rates quoted 31 23 34
Bristol median daily rate £425 £425 £427
Median daily rate % change year-on-year - -0.53% +3.58%
10th Percentile £325 £281 £254
90th Percentile £500 £675 £529
South West median daily rate £450 £450 £425
% change year-on-year - +5.88% -10.99%
Number of hourly rates quoted 0 0 0
Bristol median hourly rate - - -
South West median hourly rate £52.25 - -

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 1,406 1,322 1,441
As % of all contract IT jobs advertised in Bristol 81.89% 83.20% 84.17%
Number of daily rates quoted 917 893 1,059
Bristol median daily rate £400 £388 £365
Median daily rate % change year-on-year +3.23% +6.16% -3.95%
10th Percentile £271 £250 £245
90th Percentile £525 £550 £500
South West median daily rate £408 £400 £375
% change year-on-year +1.88% +6.67% -3.23%
Number of hourly rates quoted 30 37 56
Bristol median hourly rate £19.25 £36.00 £37.50
Median hourly rate % change year-on-year -46.53% -4.00% +3.02%
10th Percentile £11.17 £13.05 £13.49
90th Percentile £47.63 £50.75 £52.38
South West median hourly rate £30.50 £39.00 £40.00
% change year-on-year -21.79% -2.50% +23.08%

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 25 April 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 25 April 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 27 (52.94%) SQL
2 16 (31.37%) Business Intelligence
2 16 (31.37%) Agile Software Development
3 15 (29.41%) Data Warehouse
4 14 (27.45%) ETL
4 14 (27.45%) Microsoft
5 13 (25.49%) Finance
6 12 (23.53%) Visualisation
7 11 (21.57%) Analytical Skills
7 11 (21.57%) SQL Server Integration Services
8 10 (19.61%) SQL Server
8 10 (19.61%) Analytics
8 10 (19.61%) Amazon AWS
9 9 (17.65%) Microsoft Azure
9 9 (17.65%) Hadoop
9 9 (17.65%) Logical Data Model
9 9 (17.65%) Data Analysis
10 8 (15.69%) Scrum
10 8 (15.69%) Power BI
11 7 (13.73%) Git (software)
11 7 (13.73%) SQL Server Reporting Services
11 7 (13.73%) Relational Database
11 7 (13.73%) MySQL
12 6 (11.76%) T-SQL
12 6 (11.76%) SAS
12 6 (11.76%) Python
12 6 (11.76%) Banking
12 6 (11.76%) PostgreSQL
12 6 (11.76%) Kanban
12 6 (11.76%) Amazon RDS

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 6 (11.76%) SAS
2 3 (5.88%) Confluence
3 1 (1.96%) Apache Spark
3 1 (1.96%) CMS
3 1 (1.96%) SharePoint
3 1 (1.96%) Umbraco
Applications
1 5 (9.80%) Microsoft Excel
2 2 (3.92%) Microsoft Office
3 1 (1.96%) Microsoft Project
Business Applications
1 2 (3.92%) SAP MDG
2 1 (1.96%) SAP HCM
2 1 (1.96%) SAP Hybris
2 1 (1.96%) SAP MDG-S
Cloud Services
1 10 (19.61%) Amazon AWS
2 9 (17.65%) Microsoft Azure
3 4 (7.84%) PaaS
4 1 (1.96%) Azure Data Factory
4 1 (1.96%) Boomi
4 1 (1.96%) npm
4 1 (1.96%) Office 365
4 1 (1.96%) SuccessFactors
Database & Business Intelligence
1 15 (29.41%) Data Warehouse
2 11 (21.57%) SQL Server Integration Services
3 10 (19.61%) SQL Server
4 9 (17.65%) Hadoop
5 8 (15.69%) Power BI
6 7 (13.73%) MySQL
6 7 (13.73%) Relational Database
6 7 (13.73%) SQL Server Reporting Services
7 6 (11.76%) Amazon Aurora
7 6 (11.76%) Amazon RDS
7 6 (11.76%) Pentaho
7 6 (11.76%) PostgreSQL
8 4 (7.84%) Big Data
8 4 (7.84%) SQL Server Analysis Services
9 2 (3.92%) DataStage
9 2 (3.92%) Spatial Data
10 1 (1.96%) Data Lake
10 1 (1.96%) Enterprise Data Warehouse
10 1 (1.96%) HDInsight
10 1 (1.96%) Sqoop
Development Applications
1 7 (13.73%) Git (software)
2 6 (11.76%) Jenkins
3 3 (5.88%) JIRA
4 2 (3.92%) SQL Server Management Studio (SSMS)
4 2 (3.92%) Team Foundation Server
4 2 (3.92%) Visual Studio
5 1 (1.96%) git-flow
5 1 (1.96%) Grunt
5 1 (1.96%) gulp
5 1 (1.96%) SonarQube
General
1 13 (25.49%) Finance
2 6 (11.76%) Banking
3 4 (7.84%) Retail Banking
4 1 (1.96%) Corporate Banking
4 1 (1.96%) Electronics
4 1 (1.96%) Manufacturing
4 1 (1.96%) Marketing
4 1 (1.96%) Retail
4 1 (1.96%) Telecoms
Job Titles
1 23 (45.10%) Analyst
2 18 (35.29%) Developer
3 10 (19.61%) Business Analyst
3 10 (19.61%) Data Analyst
4 6 (11.76%) Python Developer
5 5 (9.80%) Consultant
6 4 (7.84%) Business Intelligence Analyst
6 4 (7.84%) Data Modeller
6 4 (7.84%) Data Warehouse Developer
6 4 (7.84%) SQL Analyst
6 4 (7.84%) SQL Data Analyst
7 3 (5.88%) Banking Analyst
7 3 (5.88%) Data Business Analyst
7 3 (5.88%) DBA
7 3 (5.88%) Systems Analyst
7 3 (5.88%) Tableau Developer
8 2 (3.92%) Business Systems Analyst
8 2 (3.92%) Senior Analyst
8 2 (3.92%) Senior Data Analyst
8 2 (3.92%) SQL DBA
Libraries, Frameworks & Software Standards
1 6 (11.76%) Flask
2 3 (5.88%) XML
3 2 (3.92%) .NET
3 2 (3.92%) CSS
3 2 (3.92%) CSS3
3 2 (3.92%) HTML
3 2 (3.92%) HTML5
3 2 (3.92%) Web Services
4 1 (1.96%) .NET Framework
4 1 (1.96%) AngularJS
4 1 (1.96%) ASP.NET Web API
4 1 (1.96%) Kafka
4 1 (1.96%) Middleware
4 1 (1.96%) Node.js
4 1 (1.96%) Razor View Engine
4 1 (1.96%) Redux
4 1 (1.96%) REST
4 1 (1.96%) SAP PI
4 1 (1.96%) SAP XI
4 1 (1.96%) XML Schema
Miscellaneous
1 11 (21.57%) Analytical Skills
2 4 (7.84%) Data Structures
3 2 (3.92%) Enterprise Software
3 2 (3.92%) Linked Data
4 1 (1.96%) Greenfield Project
4 1 (1.96%) Mobile App
4 1 (1.96%) Self-Motivation
Operating Systems
1 1 (1.96%) Linux
1 1 (1.96%) Unix
1 1 (1.96%) Windows
Processes & Methodologies
1 16 (31.37%) Agile Software Development
1 16 (31.37%) Business Intelligence
2 14 (27.45%) ETL
3 12 (23.53%) Visualisation
4 10 (19.61%) Analytics
5 9 (17.65%) Data Analysis
5 9 (17.65%) Logical Data Model
6 8 (15.69%) Scrum
7 6 (11.76%) Data Governance
7 6 (11.76%) Data Visualisation
7 6 (11.76%) Kanban
8 5 (9.80%) User Stories
9 4 (7.84%) Customer Requirements
9 4 (7.84%) Master Data Management
10 3 (5.88%) Business Analysis
10 3 (5.88%) Kimball Methodology
10 3 (5.88%) Mentoring
10 3 (5.88%) Migration
10 3 (5.88%) Physical Data Model
10 3 (5.88%) Problem-Solving
Programming Languages
1 27 (52.94%) SQL
2 6 (11.76%) Python
2 6 (11.76%) R
2 6 (11.76%) T-SQL
3 3 (5.88%) PL/SQL
4 2 (3.92%) C#
4 2 (3.92%) JavaScript
5 1 (1.96%) ABAP
5 1 (1.96%) Bash Shell
5 1 (1.96%) C
5 1 (1.96%) Korn
5 1 (1.96%) Shell Script
5 1 (1.96%) VBA
Qualifications
1 5 (9.80%) Security Cleared
2 4 (7.84%) ISEB
2 4 (7.84%) SC Cleared
3 1 (1.96%) BC Cleared
Quality Assurance & Compliance
1 2 (3.92%) Data Quality
2 1 (1.96%) Disclosure Scotland
2 1 (1.96%) SLA
Systems Management
1 1 (1.96%) Ansible
Vendors
1 14 (27.45%) Microsoft
2 5 (9.80%) Tableau
2 5 (9.80%) Teradata
3 4 (7.84%) Oracle
3 4 (7.84%) SAP
4 3 (5.88%) Hortonworks
5 2 (3.92%) Cognos
5 2 (3.92%) IBM
6 1 (1.96%) Capita
6 1 (1.96%) Cloudera
6 1 (1.96%) Dell
6 1 (1.96%) Hitachi
6 1 (1.96%) hybris
6 1 (1.96%) Informatica
6 1 (1.96%) MuleSoft
6 1 (1.96%) Talend
6 1 (1.96%) Xamarin