Period
to 20 August 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 20 August 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
20 Aug 2018
Same period 2017 Same period 2016
Rank 82 45 90
Rank change year-on-year -37 +45 +20
Contract jobs citing Data Modelling 93 131 93
As % of all contract IT jobs advertised in Berkshire 2.38% 3.42% 1.97%
As % of the Processes & Methodologies category 2.80% 4.12% 2.40%
Number of daily rates quoted 51 78 57
Berkshire median daily rate £443 £438 £450
Median daily rate % change year-on-year +1.14% -2.78% +28.57%
10th Percentile £360 £354 £345
90th Percentile £600 £604 £675
South East median daily rate £475 £440 £425
% change year-on-year +7.95% +3.53% -
Number of hourly rates quoted 4 0 0
Berkshire median hourly rate £47.25 - -
South East median hourly rate £45.00 - £45.00

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 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 3,316 3,181 3,873
As % of all contract IT jobs advertised in Berkshire 84.98% 83.03% 81.95%
Number of daily rates quoted 1,662 1,545 2,081
Berkshire median daily rate £425 £425 £410
Median daily rate % change year-on-year - +3.66% +7.33%
10th Percentile £256 £263 £255
90th Percentile £575 £588 £550
South East median daily rate £430 £415 £400
% change year-on-year +3.61% +3.75% +5.26%
Number of hourly rates quoted 78 126 128
Berkshire median hourly rate £21.75 £15.00 £16.75
Median hourly rate % change year-on-year +45.00% -10.45% -25.56%
10th Percentile £8.04 £11.25 £11.18
90th Percentile £48.75 £39.25 £37.88
South East median hourly rate £25.00 £19.78 £22.50
% change year-on-year +26.39% -12.09% -

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 20 August 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 20 August 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 20 August 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 -2 35 £450 - 7
Newbury -7 17 £445 -0.56%
Maidenhead -4 9 £475 +15.15% 2
Bracknell -8 7 £450 -25.00%
Wokingham -8 5 £398 - 2
Slough -19 2 £363 -17.14% 4
Windsor - 2 £350 -
Data Modelling
South East

For the 6 months to 20 August 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 32 (34.41%) SQL
2 31 (33.33%) Analytics
3 24 (25.81%) Migration
4 23 (24.73%) ETL
5 22 (23.66%) Business Intelligence
5 22 (23.66%) Agile Software Development
6 20 (21.51%) Oracle
7 19 (20.43%) Data Migration
8 18 (19.35%) SQL Server
8 18 (19.35%) Telecoms
9 17 (18.28%) Data Warehouse
9 17 (18.28%) Big Data
9 17 (18.28%) Analytical Skills
10 16 (17.20%) SAP
11 15 (16.13%) Data Quality
12 13 (13.98%) Data Analysis
12 13 (13.98%) Finance
13 12 (12.90%) ERP
13 12 (12.90%) PL/SQL
13 12 (12.90%) User Acceptance Testing
13 12 (12.90%) Data Integration
13 12 (12.90%) Oracle Database
14 11 (11.83%) Relational Database
14 11 (11.83%) Data Lake
14 11 (11.83%) Hadoop
14 11 (11.83%) Data Management
15 10 (10.75%) Microsoft Excel
15 10 (10.75%) Microsoft Azure
15 10 (10.75%) Data Cleansing
15 10 (10.75%) Data Analytics

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 (5.38%) SAS
2 2 (2.15%) PowerExchange
3 1 (1.08%) Apache Pig
3 1 (1.08%) ArcGIS
3 1 (1.08%) CMS
3 1 (1.08%) IBM Domino
3 1 (1.08%) Oracle Service Bus
3 1 (1.08%) Oracle SOA Suite
3 1 (1.08%) SharePoint
3 1 (1.08%) Umbraco
3 1 (1.08%) WebLogic
Applications
1 10 (10.75%) Microsoft Excel
2 1 (1.08%) MS Visio
2 1 (1.08%) SPSS
Business Applications
1 7 (7.53%) SAP APO
1 7 (7.53%) SAP MDM
1 7 (7.53%) SAP MM
2 4 (4.30%) SAP ERP
3 3 (3.23%) SAP MDG
4 2 (2.15%) Oracle ERP
4 2 (2.15%) Remedy ITSM
4 2 (2.15%) SAP S/4HANA
Cloud Services
1 10 (10.75%) Microsoft Azure
2 2 (2.15%) Azure Data Factory
3 1 (1.08%) Amazon AWS
3 1 (1.08%) Amazon EMR
3 1 (1.08%) Office 365
Communications & Networking
1 4 (4.30%) SMTP
2 3 (3.23%) Radio Access Network
3 1 (1.08%) AMQP
3 1 (1.08%) VPN
Database & Business Intelligence
1 18 (19.35%) SQL Server
2 17 (18.28%) Big Data
2 17 (18.28%) Data Warehouse
3 12 (12.90%) Oracle Database
4 11 (11.83%) Data Lake
4 11 (11.83%) Hadoop
4 11 (11.83%) Relational Database
5 9 (9.68%) SAP HANA
6 7 (7.53%) NoSQL
6 7 (7.53%) Oracle Database 12c
6 7 (7.53%) Power BI
6 7 (7.53%) SAP BW
6 7 (7.53%) SQL Server 2012
7 6 (6.45%) QlikView
8 5 (5.38%) SAP Data Services
9 4 (4.30%) BusinessObjects
9 4 (4.30%) Enterprise Data Warehouse
10 3 (3.23%) Oracle ODI
10 3 (3.23%) Pentaho
10 3 (3.23%) SAS Enterprise Guide
Development Applications
1 8 (8.60%) Toad
2 6 (6.45%) JIRA
3 2 (2.15%) ERwin
4 1 (1.08%) Ant
4 1 (1.08%) AnthillPro
4 1 (1.08%) Atlassian Bamboo
4 1 (1.08%) Cucumber
4 1 (1.08%) Git (software)
4 1 (1.08%) Gradle
4 1 (1.08%) Hudson
4 1 (1.08%) Introscope
4 1 (1.08%) Jenkins
4 1 (1.08%) JMeter
4 1 (1.08%) JProfiler
4 1 (1.08%) LoadRunner
4 1 (1.08%) Maven
4 1 (1.08%) Selenium
4 1 (1.08%) SoapUI
4 1 (1.08%) Team Foundation Server
4 1 (1.08%) TeamCity
General
1 18 (19.35%) Telecoms
2 13 (13.98%) Finance
3 4 (4.30%) Banking
3 4 (4.30%) Pharmaceutical
4 3 (3.23%) Retail
5 1 (1.08%) Billing
5 1 (1.08%) Publishing
Job Titles
1 31 (33.33%) Analyst
2 24 (25.81%) Architect
3 21 (22.58%) Developer
4 18 (19.35%) Data Analyst
5 12 (12.90%) Data Architect
6 11 (11.83%) Business Analyst
7 8 (8.60%) SAP Analyst
8 7 (7.53%) SAP Data Analyst
8 7 (7.53%) Senior Analyst
8 7 (7.53%) Solutions Architect
9 6 (6.45%) Designer
9 6 (6.45%) ETL Developer
9 6 (6.45%) Talend Developer
10 5 (5.38%) Senior Data Analyst
11 4 (4.30%) .NET Developer
11 4 (4.30%) Data Modeller
12 3 (3.23%) Business IT Analyst
12 3 (3.23%) Enterprise Architect
12 3 (3.23%) SAS Developer
12 3 (3.23%) SQL Developer
Libraries, Frameworks & Software Standards
1 6 (6.45%) XML
2 5 (5.38%) .NET
2 5 (5.38%) ASP.NET
3 4 (4.30%) .NET Core
3 4 (4.30%) ASP.NET Web Forms
3 4 (4.30%) Middleware
3 4 (4.30%) REST
4 3 (3.23%) JSON
4 3 (3.23%) SOAP
4 3 (3.23%) Web Services
5 2 (2.15%) EDI
5 2 (2.15%) Oracle Fusion
6 1 (1.08%) Apache Avro
6 1 (1.08%) Gherkin
6 1 (1.08%) HTML5
6 1 (1.08%) jQuery
6 1 (1.08%) Kafka
6 1 (1.08%) Protocol Buffers
6 1 (1.08%) RESTful
6 1 (1.08%) WSDL
Miscellaneous
1 17 (18.28%) Analytical Skills
2 6 (6.45%) Data Structures
2 6 (6.45%) Management Information System
3 4 (4.30%) AS400
3 4 (4.30%) Data Centre
4 2 (2.15%) Algorithms
4 2 (2.15%) CMDB
4 2 (2.15%) Replication
4 2 (2.15%) TM Forum
5 1 (1.08%) Enterprise Software
5 1 (1.08%) FMCG
5 1 (1.08%) Greenfield Project
5 1 (1.08%) User Experience
Operating Systems
1 6 (6.45%) Apple iOS
2 5 (5.38%) Windows
3 3 (3.23%) Unix
4 1 (1.08%) Linux
4 1 (1.08%) Windows Server
Processes & Methodologies
1 31 (33.33%) Analytics
2 24 (25.81%) Migration
3 23 (24.73%) ETL
4 22 (23.66%) Agile Software Development
4 22 (23.66%) Business Intelligence
5 19 (20.43%) Data Migration
6 13 (13.98%) Data Analysis
7 12 (12.90%) Data Integration
7 12 (12.90%) ERP
7 12 (12.90%) User Acceptance Testing
8 11 (11.83%) Data Management
9 10 (10.75%) Data Analytics
9 10 (10.75%) Data Cleansing
10 9 (9.68%) Data Mapping
11 8 (8.60%) Enterprise Architecture
11 8 (8.60%) Project Management
12 7 (7.53%) Big Data Analytics
12 7 (7.53%) Business Analysis
12 7 (7.53%) Logical Data Model
12 7 (7.53%) Regression Testing
Programming Languages
1 32 (34.41%) SQL
2 12 (12.90%) PL/SQL
3 9 (9.68%) Java
4 7 (7.53%) C#
5 6 (6.45%) T-SQL
6 3 (3.23%) Python
6 3 (3.23%) VBA
7 2 (2.15%) R
8 1 (1.08%) C++
8 1 (1.08%) F#
8 1 (1.08%) JavaScript
8 1 (1.08%) Scala
8 1 (1.08%) XQuery
Qualifications
1 6 (6.45%) SC Cleared
1 6 (6.45%) Security Cleared
2 2 (2.15%) Degree
2 2 (2.15%) ITIL Certification
Quality Assurance & Compliance
1 15 (16.13%) Data Quality
2 2 (2.15%) IFRS
3 1 (1.08%) QA
System Software
1 1 (1.08%) Apache Flume
1 1 (1.08%) Docker
Systems Management
1 6 (6.45%) HP ALM
2 5 (5.38%) EMC NetWorker
Vendors
1 20 (21.51%) Oracle
2 16 (17.20%) SAP
3 9 (9.68%) Talend
4 8 (8.60%) HP
5 7 (7.53%) Cloudera
6 6 (6.45%) Informatica
6 6 (6.45%) Microsoft
6 6 (6.45%) Salesforce.com
7 4 (4.30%) JD Edwards
8 2 (2.15%) Remedy
8 2 (2.15%) Tableau
8 2 (2.15%) Teradata
9 1 (1.08%) AppDynamics
9 1 (1.08%) ComArch
9 1 (1.08%) Dataiku
9 1 (1.08%) Dynatrace
9 1 (1.08%) MapR
9 1 (1.08%) MicroStrategy
9 1 (1.08%) RapidMiner
9 1 (1.08%) Vertica