Period
to 21 November 2018

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 21 November 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 East > Berkshire
6 months to
21 Nov 2018
Same period 2017 Same period 2016
Rank 78 41 75
Rank change year-on-year -37 +34 +36
Contract jobs citing Data Modelling 104 169 105
As % of all contract IT jobs advertised in Berkshire 2.51% 4.11% 2.46%
As % of the Processes & Methodologies category 2.96% 4.85% 2.98%
Number of daily rates quoted 61 111 73
Berkshire median daily rate £425 £450 £450
Median daily rate % change year-on-year -5.56% - +12.50%
10th Percentile £363 £356 £340
90th Percentile £550 £525 £800
South East median daily rate £450 £445 £439
% change year-on-year +1.12% +1.42% -0.28%
Number of hourly rates quoted 4 2 0
Berkshire median hourly rate £47.25 £54.00 -
Median hourly rate % change year-on-year -12.50% - -
South East median hourly rate £45.00 £47.50 £45.00
% change year-on-year -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 3,510 3,482 3,525
As % of all contract IT jobs advertised in Berkshire 84.72% 84.62% 82.59%
Number of daily rates quoted 1,669 1,804 1,888
Berkshire median daily rate £425 £425 £400
Median daily rate % change year-on-year - +6.25% -
10th Percentile £230 £263 £250
90th Percentile £588 £588 £575
South East median daily rate £438 £425 £400
% change year-on-year +2.94% +6.25% +2.56%
Number of hourly rates quoted 73 111 134
Berkshire median hourly rate £21.00 £14.50 £18.00
Median hourly rate % change year-on-year +44.83% -19.44% -40.00%
10th Percentile £12.00 £11.25 £11.33
90th Percentile £46.60 £39.75 £48.38
South East median hourly rate £27.75 £22.50 £25.00
% change year-on-year +23.33% -10.00% -

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 21 November 2018.

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
Contractor Hourly Rate Histogram in Berkshire

The hourly rate distribution of IT jobs citing Data Modelling in Berkshire over the 6 months to 21 November 2018.

Contractor hourly rate histogram 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 21 November 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Reading -29 26 £425 -5.56% 2
Newbury -11 15 £445 -6.32% 3
Maidenhead +9 13 £525 +18.64% 5
Bracknell -22 9 £425 -5.56%
Wokingham -6 7 £488 -
Slough -25 2 £425 -5.56% 3
Windsor - 1 - -
Data Modelling
South East

For the 6 months to 21 November 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 Berkshire region with a requirement for Data Modelling.

1 41 (39.42%) SQL
2 34 (32.69%) Migration
3 29 (27.88%) Data Migration
4 28 (26.92%) ETL
5 26 (25.00%) Analytics
6 24 (23.08%) SQL Server
7 23 (22.12%) Agile Software Development
8 22 (21.15%) Telecoms
9 20 (19.23%) Business Intelligence
10 19 (18.27%) Relational Database
11 18 (17.31%) Big Data
11 18 (17.31%) Oracle
11 18 (17.31%) Data Analysis
12 17 (16.35%) Data Warehouse
13 16 (15.38%) Data Cleansing
13 16 (15.38%) Data Quality
14 15 (14.42%) Talend
14 15 (14.42%) Data Lake
15 14 (13.46%) Data Integration
15 14 (13.46%) SAP
15 14 (13.46%) Java
15 14 (13.46%) XML
15 14 (13.46%) Microsoft Excel
16 13 (12.50%) PL/SQL
17 12 (11.54%) User Acceptance Testing
17 12 (11.54%) Oracle Database
18 11 (10.58%) Logical Data Model
18 11 (10.58%) ERP
18 11 (10.58%) Toad
19 10 (9.62%) Regression Testing

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 5 (4.81%) CMS
1 5 (4.81%) Umbraco
2 3 (2.88%) Apache Spark
3 2 (1.92%) Oracle Service Bus
3 2 (1.92%) Oracle SOA Suite
3 2 (1.92%) PowerExchange
3 2 (1.92%) WebLogic
4 1 (0.96%) SharePoint
Applications
1 14 (13.46%) Microsoft Excel
2 1 (0.96%) MS Visio
Business Applications
1 7 (6.73%) SAP APO
1 7 (6.73%) SAP MDM
1 7 (6.73%) SAP MM
2 4 (3.85%) SAP ERP
3 2 (1.92%) Remedy ITSM
3 2 (1.92%) SAP MDG
4 1 (0.96%) Dynamics CRM
4 1 (0.96%) Oracle EBS
4 1 (0.96%) SAP S/4HANA
Cloud Services
1 7 (6.73%) Microsoft Azure
2 3 (2.88%) SaaS
3 2 (1.92%) Office 365
4 1 (0.96%) Amazon AWS
4 1 (0.96%) Amazon EMR
4 1 (0.96%) IaaS
4 1 (0.96%) Oracle CX
4 1 (0.96%) PaaS
4 1 (0.96%) Serverless
Communications & Networking
1 3 (2.88%) Radio Access Network
2 2 (1.92%) SMTP
3 1 (0.96%) AMQP
3 1 (0.96%) FTP
3 1 (0.96%) MVNO
3 1 (0.96%) VPN
Database & Business Intelligence
1 24 (23.08%) SQL Server
2 19 (18.27%) Relational Database
3 18 (17.31%) Big Data
4 17 (16.35%) Data Warehouse
5 15 (14.42%) Data Lake
6 12 (11.54%) Oracle Database
7 10 (9.62%) Oracle Database 12c
8 9 (8.65%) SQL Server 2012
9 8 (7.69%) SAP HANA
10 7 (6.73%) SAP BW
11 6 (5.77%) SAP Data Services
11 6 (5.77%) SQL Server Integration Services
12 5 (4.81%) NoSQL
12 5 (4.81%) Oracle ODI
12 5 (4.81%) SQL Server Analysis Services
13 4 (3.85%) Apache Cassandra
13 4 (3.85%) Enterprise Data Warehouse
13 4 (3.85%) Hadoop
13 4 (3.85%) SQL Server 2008
13 4 (3.85%) SQL Server 2014
Development Applications
1 11 (10.58%) Toad
2 6 (5.77%) JIRA
3 4 (3.85%) Team Foundation Server
4 3 (2.88%) Jenkins
5 2 (1.92%) SoapUI
6 1 (0.96%) Ant
6 1 (0.96%) AnthillPro
6 1 (0.96%) Atlassian Bamboo
6 1 (0.96%) Cucumber
6 1 (0.96%) ER Studio
6 1 (0.96%) ERwin
6 1 (0.96%) Git (software)
6 1 (0.96%) Gradle
6 1 (0.96%) Hudson
6 1 (0.96%) Introscope
6 1 (0.96%) JMeter
6 1 (0.96%) JProfiler
6 1 (0.96%) LoadRunner
6 1 (0.96%) Selenium
6 1 (0.96%) TeamCity
General
1 22 (21.15%) Telecoms
2 9 (8.65%) Finance
3 4 (3.85%) Pharmaceutical
3 4 (3.85%) Publishing
4 3 (2.88%) Billing
4 3 (2.88%) Retail
5 2 (1.92%) Banking
6 1 (0.96%) German Language
Job Titles
1 33 (31.73%) Analyst
2 28 (26.92%) Developer
3 25 (24.04%) Data Analyst
4 23 (22.12%) Architect
5 12 (11.54%) Talend Developer
6 11 (10.58%) ETL Developer
7 8 (7.69%) SAP Analyst
8 7 (6.73%) Business Analyst
8 7 (6.73%) Designer
8 7 (6.73%) SAP Data Analyst
9 6 (5.77%) Data Architect
9 6 (5.77%) Senior Analyst
10 5 (4.81%) Senior Data Analyst
11 4 (3.85%) Business Intelligence Developer
11 4 (3.85%) Project Manager
11 4 (3.85%) Solutions Architect
11 4 (3.85%) Umbraco Developer
12 3 (2.88%) Consultant
12 3 (2.88%) Salesforce Analyst
12 3 (2.88%) Salesforce Business Analyst
Libraries, Frameworks & Software Standards
1 14 (13.46%) XML
2 7 (6.73%) .NET
2 7 (6.73%) ASP.NET
2 7 (6.73%) JSON
3 6 (5.77%) REST
4 5 (4.81%) ASP.NET Web API
4 5 (4.81%) CSS
4 5 (4.81%) EDI
4 5 (4.81%) HTML
4 5 (4.81%) jQuery
4 5 (4.81%) Middleware
5 4 (3.85%) HTML5
5 4 (3.85%) Kafka
5 4 (3.85%) SOAP
5 4 (3.85%) Web Services
6 3 (2.88%) Node.js
7 2 (1.92%) .NET Core
7 2 (1.92%) ASP.NET Web Forms
7 2 (1.92%) TensorFlow
7 2 (1.92%) XSLT
Miscellaneous
1 10 (9.62%) Analytical Skills
2 8 (7.69%) Data Structures
3 5 (4.81%) CMDB
4 4 (3.85%) AS400
4 4 (3.85%) Greenfield Project
5 3 (2.88%) Management Information System
5 3 (2.88%) TM Forum
6 2 (1.92%) Replication
7 1 (0.96%) Algorithms
7 1 (0.96%) Enterprise Software
7 1 (0.96%) FMCG
7 1 (0.96%) User Experience
Operating Systems
1 6 (5.77%) Apple iOS
2 3 (2.88%) Linux
2 3 (2.88%) Unix
2 3 (2.88%) Windows
3 1 (0.96%) Windows Server
Processes & Methodologies
1 34 (32.69%) Migration
2 29 (27.88%) Data Migration
3 28 (26.92%) ETL
4 26 (25.00%) Analytics
5 23 (22.12%) Agile Software Development
6 20 (19.23%) Business Intelligence
7 18 (17.31%) Data Analysis
8 16 (15.38%) Data Cleansing
9 14 (13.46%) Data Integration
10 12 (11.54%) User Acceptance Testing
11 11 (10.58%) ERP
11 11 (10.58%) Logical Data Model
12 10 (9.62%) Regression Testing
13 9 (8.65%) Data Mapping
13 9 (8.65%) XML Parsing
14 8 (7.69%) Data Analytics
14 8 (7.69%) Data Architecture
14 8 (7.69%) Project Management
15 7 (6.73%) Big Data Analytics
15 7 (6.73%) DevOps
Programming Languages
1 41 (39.42%) SQL
2 14 (13.46%) Java
3 13 (12.50%) PL/SQL
4 9 (8.65%) C#
4 9 (8.65%) T-SQL
5 5 (4.81%) JavaScript
6 3 (2.88%) Python
6 3 (2.88%) R
7 2 (1.92%) VBA
8 1 (0.96%) C++
8 1 (0.96%) XPath
8 1 (0.96%) XQuery
Qualifications
1 2 (1.92%) ITIL Certification
1 2 (1.92%) SC Cleared
1 2 (1.92%) Security Cleared
2 1 (0.96%) Degree
Quality Assurance & Compliance
1 16 (15.38%) Data Quality
2 3 (2.88%) GDPR
2 3 (2.88%) QA
3 2 (1.92%) IFRS
System Software
1 3 (2.88%) Docker
Systems Management
1 6 (5.77%) HP ALM
2 5 (4.81%) EMC NetWorker
3 2 (1.92%) Kubernetes
3 2 (1.92%) Opscode Chef
3 2 (1.92%) Puppet
Vendors
1 18 (17.31%) Oracle
2 15 (14.42%) Talend
3 14 (13.46%) SAP
4 9 (8.65%) Microsoft
5 8 (7.69%) HP
6 7 (6.73%) Tableau
7 6 (5.77%) Cloudera
7 6 (5.77%) Salesforce.com
8 5 (4.81%) JD Edwards
9 3 (2.88%) Informatica
10 2 (1.92%) Remedy
11 1 (0.96%) Alteryx
11 1 (0.96%) AppDynamics
11 1 (0.96%) ComArch
11 1 (0.96%) Dynatrace
11 1 (0.96%) IDERA
11 1 (0.96%) MapR