Period
to 17 October 2019

The following table provides summary statistics for contract job vacancies advertised in Berkshire 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 17 October 2019 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 East > Berkshire
6 months to
17 Oct 2019
Same period 2018 Same period 2017
Rank 55 73 39
Rank change year-on-year +18 -34 +39
Contract jobs citing Data Modelling 138 104 169
As % of all contract IT jobs advertised in Berkshire 3.52% 2.64% 4.22%
As % of the Processes & Methodologies category 4.03% 3.08% 4.96%
Number of daily rates quoted 67 62 109
Berkshire median daily rate £500 £425 £450
Median daily rate % change year-on-year +17.65% -5.56% -4.26%
10th Percentile £390 £363 £355
90th Percentile £638 £575 £525
South East median daily rate £500 £450 £450
% change year-on-year +11.11% - +2.86%
Number of hourly rates quoted 6 4 2
Berkshire median hourly rate £72.50 £47.25 £54.00
Median hourly rate % change year-on-year +53.44% -12.50% -
10th Percentile £66.25 £38.58 £50.50
90th Percentile £73.75 £55.63 £59.90
South East median hourly rate £72.50 £45.00 £47.50
% change year-on-year +61.11% -5.26% +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 contract job vacancies advertised in Berkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Berkshire
Contract vacancies with a requirement for process or methodology skills 3,422 3,378 3,407
As % of all contract IT jobs advertised in Berkshire 87.36% 85.82% 85.09%
Number of daily rates quoted 1,688 1,682 1,734
Berkshire median daily rate £450 £425 £425
Median daily rate % change year-on-year +5.88% - +6.25%
10th Percentile £262 £225 £258
90th Percentile £600 £575 £588
South East median daily rate £450 £434 £425
% change year-on-year +3.81% +2.00% +6.25%
Number of hourly rates quoted 132 78 113
Berkshire median hourly rate £45.00 £20.50 £16.00
Median hourly rate % change year-on-year +119.51% +28.13% -8.57%
10th Percentile £13.05 £11.17 £11.34
90th Percentile £82.50 £47.35 £39.35
South East median hourly rate £31.50 £27.00 £22.50
% change year-on-year +16.67% +20.00% -

Data Modelling
Job Vacancy Trend in Berkshire

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

Job vacancy trend for Data Modelling in Berkshire

Data Modelling
Contractor Daily Rate Trend in Berkshire

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

Contractor daily rate trend for Data Modelling in Berkshire

Data Modelling
Contractor Daily Rate Histogram in Berkshire

The daily rate distribution of IT jobs citing Data Modelling in Berkshire over the 6 months to 17 October 2019.

Contractor daily rate histogram for Data Modelling in Berkshire

Data Modelling
Contractor Hourly Rate Trend in Berkshire

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

Contractor hourly rate trend for Data Modelling in Berkshire

Data Modelling
Contract Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the Berkshire region over the 6 months to 17 October 2019. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Reading -3 34 £500 +13.64% 8
Newbury +5 28 £500 +12.36% 5
Bracknell +15 21 £575 +35.29%
Maidenhead +6 7 £438 -7.89% 2
Slough +7 3 - - 1
Wokingham 0 3 £488 +14.71%
Windsor -2 2 £450 -
Data Modelling
South East

For the 6 months to 17 October 2019, 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 Berkshire region with a requirement for Data Modelling.

1 45 (32.61%) Business Intelligence
2 40 (28.99%) Telecoms
3 37 (26.81%) SQL
4 35 (25.36%) Agile Software Development
5 34 (24.64%) Azure
6 32 (23.19%) Data Quality
6 32 (23.19%) Power BI
6 32 (23.19%) Power Platform
7 31 (22.46%) Data Warehouse
7 31 (22.46%) ETL
8 30 (21.74%) SQL Server Integration Services
9 28 (20.29%) DevOps
10 26 (18.84%) Data Lake
11 25 (18.12%) Microsoft
12 24 (17.39%) Data Integration
12 24 (17.39%) Machine Learning
13 23 (16.67%) Analytics
13 23 (16.67%) iPaaS
14 22 (15.94%) Logical Data Model
14 22 (15.94%) Master Data Management
14 22 (15.94%) REST
14 22 (15.94%) Migration
15 21 (15.22%) SOAP
15 21 (15.22%) Data Governance
16 20 (14.49%) Quality Management
16 20 (14.49%) Databricks
17 19 (13.77%) Data Stewardship
17 19 (13.77%) Information Management
17 19 (13.77%) SC Cleared
17 19 (13.77%) Security Cleared

Data Modelling
Co-occurring IT Skills in Berkshire 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 (1.45%) SAS
2 1 (0.72%) Apache Pig
2 1 (0.72%) Apache Spark
2 1 (0.72%) OpenStack
2 1 (0.72%) Oracle Service Bus
2 1 (0.72%) Oracle SOA Suite
2 1 (0.72%) SharePoint
2 1 (0.72%) WebLogic
2 1 (0.72%) WebSphere
Applications
1 9 (6.52%) Microsoft Office
1 9 (6.52%) MS Visio
2 7 (5.07%) Microsoft Excel
3 2 (1.45%) SPSS
Business Applications
1 3 (2.17%) Remedy ITSM
1 3 (2.17%) SAP MDG
1 3 (2.17%) SAP S/4HANA
2 1 (0.72%) Cognos Business Intelligence
2 1 (0.72%) Sparx Enterprise Architect
Cloud Services
1 34 (24.64%) Azure
2 32 (23.19%) Power Platform
3 23 (16.67%) iPaaS
4 17 (12.32%) IaaS
4 17 (12.32%) PaaS
4 17 (12.32%) SaaS
4 17 (12.32%) Serverless
5 7 (5.07%) Azure Data Factory
6 6 (4.35%) AWS
7 5 (3.62%) Force.com
7 5 (3.62%) GCP
8 4 (2.90%) Boomi
9 3 (2.17%) AtomSphere
9 3 (2.17%) Cloud Computing
10 2 (1.45%) G Suite
11 1 (0.72%) Adobe Analytics
11 1 (0.72%) Amazon S3
11 1 (0.72%) AWS CloudFormation
11 1 (0.72%) Salesforce Service Cloud
11 1 (0.72%) Veeva
Communications & Networking
1 4 (2.90%) Radio Access Network
2 3 (2.17%) 4G
3 1 (0.72%) Ethernet
3 1 (0.72%) Internet
3 1 (0.72%) Software-Defined Networking
3 1 (0.72%) WAN
3 1 (0.72%) Wireless
Database & Business Intelligence
1 32 (23.19%) Power BI
2 31 (22.46%) Data Warehouse
3 30 (21.74%) SQL Server Integration Services
4 26 (18.84%) Data Lake
5 17 (12.32%) Big Data
5 17 (12.32%) Cosmos DB
5 17 (12.32%) Data Mart
6 10 (7.25%) SQL Server Analysis Services
7 8 (5.80%) SQL Server Reporting Services
8 7 (5.07%) SQL Server
9 6 (4.35%) Relational Database
10 5 (3.62%) BigQuery
10 5 (3.62%) Hadoop
10 5 (3.62%) IBM InfoSphere
11 3 (2.17%) Apache Hive
11 3 (2.17%) BusinessObjects
11 3 (2.17%) BusinessObjects Business Intelligence
11 3 (2.17%) Pentaho
11 3 (2.17%) SAP BW
11 3 (2.17%) SSDT
Development Applications
1 15 (10.87%) JIRA
2 3 (2.17%) Visual Studio
3 1 (0.72%) ERwin
3 1 (0.72%) Jenkins
3 1 (0.72%) Visual Studio Team System
General
1 40 (28.99%) Telecoms
2 8 (5.80%) Billing
2 8 (5.80%) Retail
3 7 (5.07%) Finance
4 3 (2.17%) Pharmaceutical
5 2 (1.45%) Marketing
6 1 (0.72%) Legal
6 1 (0.72%) Publishing
Job Titles
1 58 (42.03%) Architect
2 29 (21.01%) Developer
3 22 (15.94%) Data Architect
4 17 (12.32%) Integration Architect
5 13 (9.42%) Analyst
6 11 (7.97%) Designer
7 10 (7.25%) Azure Architect
8 7 (5.07%) Business Analyst
9 6 (4.35%) Solutions Designer
10 5 (3.62%) Data Analyst
10 5 (3.62%) Solutions Architect
11 4 (2.90%) Business Intelligence Architect
11 4 (2.90%) Business Intelligence Developer
11 4 (2.90%) Data Manager
11 4 (2.90%) Design Engineer
11 4 (2.90%) Enterprise Architect
11 4 (2.90%) Enterprise Data Architect
11 4 (2.90%) OSS Engineer
11 4 (2.90%) SAP Manager
11 4 (2.90%) Senior Developer
Libraries, Frameworks & Software Standards
1 22 (15.94%) REST
2 21 (15.22%) SOAP
3 12 (8.70%) Web Services
4 7 (5.07%) XML
5 4 (2.90%) Visualforce
6 2 (1.45%) .NET
6 2 (1.45%) RESTful
6 2 (1.45%) Velocity
6 2 (1.45%) XSD
7 1 (0.72%) Ajax
7 1 (0.72%) CSS
7 1 (0.72%) HTML
7 1 (0.72%) J2EE
7 1 (0.72%) jQuery
7 1 (0.72%) JSON
7 1 (0.72%) Middleware
7 1 (0.72%) Oracle Fusion
7 1 (0.72%) Web Dynpro
7 1 (0.72%) WSDL
7 1 (0.72%) XSLT
Miscellaneous
1 14 (10.14%) Management Information System
2 12 (8.70%) Analytical Skills
3 11 (7.97%) CMDB
3 11 (7.97%) Private Cloud
4 10 (7.25%) Data Structures
5 3 (2.17%) Data Centre
5 3 (2.17%) TM Forum
6 2 (1.45%) Algorithms
6 2 (1.45%) Cloud Native
6 2 (1.45%) Reference Data
7 1 (0.72%) Enterprise Software
7 1 (0.72%) Linux Command Line
7 1 (0.72%) Public Cloud
7 1 (0.72%) Robotics
7 1 (0.72%) Smart Meter
7 1 (0.72%) Taxonomies
Operating Systems
1 9 (6.52%) Linux
2 4 (2.90%) VMS
3 1 (0.72%) Windows
Processes & Methodologies
1 45 (32.61%) Business Intelligence
2 35 (25.36%) Agile Software Development
3 31 (22.46%) ETL
4 28 (20.29%) DevOps
5 24 (17.39%) Data Integration
5 24 (17.39%) Machine Learning
6 23 (16.67%) Analytics
7 22 (15.94%) Logical Data Model
7 22 (15.94%) Master Data Management
7 22 (15.94%) Migration
8 21 (15.22%) Data Governance
9 20 (14.49%) Quality Management
10 19 (13.77%) Data Stewardship
10 19 (13.77%) Information Management
11 18 (13.04%) API Design
12 17 (12.32%) Data Architecture
12 17 (12.32%) Data Migration
12 17 (12.32%) High Availability
13 15 (10.87%) Computer Science
14 13 (9.42%) Stakeholder Management
Programming Languages
1 37 (26.81%) SQL
2 9 (6.52%) Python
3 5 (3.62%) Apex Code
4 4 (2.90%) Java
4 4 (2.90%) JavaScript
4 4 (2.90%) VBA
5 3 (2.17%) T-SQL
6 2 (1.45%) ABAP
6 2 (1.45%) Data Analysis Expressions (DAX)
6 2 (1.45%) Google Apps Script
6 2 (1.45%) Perl
6 2 (1.45%) R
7 1 (0.72%) Bash Shell
7 1 (0.72%) C#
7 1 (0.72%) C++
7 1 (0.72%) PL/SQL
7 1 (0.72%) PowerShell
7 1 (0.72%) XQuery
Qualifications
1 19 (13.77%) SC Cleared
1 19 (13.77%) Security Cleared
2 14 (10.14%) Degree
3 9 (6.52%) TOGAF Certification
4 3 (2.17%) ITIL Certification
5 1 (0.72%) AWS Certification
Quality Assurance & Compliance
1 32 (23.19%) Data Quality
2 2 (1.45%) GDPR
3 1 (0.72%) COBIT
3 1 (0.72%) Dublin Core
3 1 (0.72%) PMO
3 1 (0.72%) QA
System Software
1 1 (0.72%) Docker
Systems Management
1 1 (0.72%) CA Service Virtualization
1 1 (0.72%) EMC NetWorker
1 1 (0.72%) Kubernetes
1 1 (0.72%) Single Sign-On
1 1 (0.72%) Terraform
Vendors
1 25 (18.12%) Microsoft
2 20 (14.49%) Databricks
3 14 (10.14%) IBM
4 11 (7.97%) Remedy
4 11 (7.97%) TIBCO
5 10 (7.25%) Talend
6 9 (6.52%) Google
7 8 (5.80%) ComArch
7 8 (5.80%) Oracle
8 7 (5.07%) Salesforce.com
9 6 (4.35%) Informatica
9 6 (4.35%) SAP
10 5 (3.62%) Tableau
11 4 (2.90%) Apttus
11 4 (2.90%) Conga
11 4 (2.90%) Dell
12 3 (2.17%) Ariba
12 3 (2.17%) Baan
12 3 (2.17%) Cisco
12 3 (2.17%) SnapLogic