Period
to 19 February 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 19 February 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
19 Feb 2018
Same period 2017 Same period 2016
Rank 65 67 73
Rank change year-on-year +2 +6 +21
Contract jobs citing Data Modelling 116 97 100
As % of all contract IT jobs advertised in Berkshire 2.90% 2.47% 2.01%
As % of the Processes & Methodologies category 3.47% 3.02% 2.51%
Number of daily rates quoted 77 64 60
Berkshire median daily rate £450 £450 £450
10th Percentile £328 £300 £375
90th Percentile £530 £784 £575
South East median daily rate £450 £463 £450
% change year-on-year -2.70% +2.78% +5.88%
Number of hourly rates quoted 2 0 1
Berkshire median hourly rate £54.00 - £16.09
South East median hourly rate £47.50 £42.50 £16.09
% change year-on-year +11.76% +164.14% -69.35%

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 3,344 3,210 3,992
As % of all contract IT jobs advertised in Berkshire 83.70% 81.60% 80.21%
Number of daily rates quoted 1,732 1,647 2,127
Berkshire median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - +0.63%
10th Percentile £271 £235 £250
90th Percentile £588 £565 £538
South East median daily rate £425 £413 £400
% change year-on-year +3.03% +3.13% +6.67%
Number of hourly rates quoted 84 122 157
Berkshire median hourly rate £14.00 £18.12 £23.50
Median hourly rate % change year-on-year -22.72% -22.91% +16.05%
10th Percentile £10.79 £11.33 £10.58
90th Percentile £46.38 £54.50 £48.00
South East median hourly rate £25.00 £25.00 £30.25
% change year-on-year - -17.36% +51.25%

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 19 February 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
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 19 February 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 +18 30 £400 - 5
Bracknell -15 19 £450 - 2
Newbury -5 16 £500 - 2
Maidenhead -4 9 £460 -38.67% 2
Slough 0 7 £500 +11.11%
Data Modelling
South East

For the 6 months to 19 February 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 (27.59%) ETL
2 30 (25.86%) SQL
3 29 (25.00%) Data Architecture
4 28 (24.14%) Analytics
5 26 (22.41%) Analytical Skills
5 26 (22.41%) Business Intelligence
5 26 (22.41%) Microsoft
6 25 (21.55%) Oracle
7 23 (19.83%) SQL Server
7 23 (19.83%) Migration
8 20 (17.24%) Data Analysis
9 19 (16.38%) Data Warehouse
10 18 (15.52%) SAP
10 18 (15.52%) Retail
10 18 (15.52%) Data Mapping
10 18 (15.52%) Big Data
11 17 (14.66%) Data Structures
11 17 (14.66%) Agile Software Development
12 16 (13.79%) IBM
12 16 (13.79%) Data Extraction
13 15 (12.93%) Telecoms
14 14 (12.07%) Data Quality
14 14 (12.07%) Logical Data Model
15 13 (11.21%) Validation
16 12 (10.34%) Data Management
16 12 (10.34%) Google
16 12 (10.34%) Microsoft Azure
17 11 (9.48%) Business Analysis
18 10 (8.62%) Banking
18 10 (8.62%) Data Cleansing

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 (4.31%) Apache Spark
1 5 (4.31%) Oracle SOA Suite
2 4 (3.45%) SAS
3 3 (2.59%) Apache Pig
3 3 (2.59%) BizTalk Server
4 2 (1.72%) OpenStack
4 2 (1.72%) WebLogic
4 2 (1.72%) WebSphere
5 1 (0.86%) IBM Domino
5 1 (0.86%) IIS
5 1 (0.86%) MS Exchange
5 1 (0.86%) Oracle Service Bus
5 1 (0.86%) PowerExchange
Applications
1 7 (6.03%) Microsoft Excel
2 2 (1.72%) Microsoft PowerPoint
2 2 (1.72%) MS Visio
2 2 (1.72%) SPSS
Business Applications
1 9 (7.76%) SAP APO
2 7 (6.03%) SAP MM
3 5 (4.31%) SAP MDM
4 2 (1.72%) SAP ERP
5 1 (0.86%) Cognos Business Intelligence
5 1 (0.86%) Dynamics CRM
5 1 (0.86%) SAP Oil and Gas
5 1 (0.86%) SessionCam
Cloud Services
1 12 (10.34%) Microsoft Azure
2 6 (5.17%) Google Cloud Platform
3 4 (3.45%) SuccessFactors
4 3 (2.59%) SaaS
5 2 (1.72%) Amazon AWS
6 1 (0.86%) Cloud Computing
6 1 (0.86%) Force.com
6 1 (0.86%) Google Analytics
6 1 (0.86%) IBM Cloud
6 1 (0.86%) Office 365
6 1 (0.86%) SoftLayer
Communications & Networking
1 6 (5.17%) Radio Access Network
1 6 (5.17%) SMTP
2 5 (4.31%) 5G
2 5 (4.31%) Ethernet
2 5 (4.31%) Wireless
3 4 (3.45%) Internet
4 3 (2.59%) Intranet
4 3 (2.59%) OpenFlow
5 2 (1.72%) DOCSIS
5 2 (1.72%) SDH
5 2 (1.72%) SMS
6 1 (0.86%) 4G
6 1 (0.86%) Firewall
6 1 (0.86%) LTE
6 1 (0.86%) Skype
6 1 (0.86%) VLAN
6 1 (0.86%) VoLTE
6 1 (0.86%) VXLAN
Database & Business Intelligence
1 23 (19.83%) SQL Server
2 19 (16.38%) Data Warehouse
3 18 (15.52%) Big Data
4 10 (8.62%) Hadoop
5 9 (7.76%) SQL Server 2008
6 8 (6.90%) Apache Hive
6 8 (6.90%) NoSQL
7 7 (6.03%) SAP BW
7 7 (6.03%) SQL Server Integration Services
8 6 (5.17%) SAP Data Services
9 5 (4.31%) Data Lake
9 5 (4.31%) GIS
10 4 (3.45%) BusinessObjects
10 4 (3.45%) Pentaho
10 4 (3.45%) Power BI
10 4 (3.45%) QlikView
10 4 (3.45%) SQL Server Reporting Services
11 3 (2.59%) HBase
11 3 (2.59%) Oracle Database
11 3 (2.59%) Sqoop
Development Applications
1 6 (5.17%) LSMW
2 2 (1.72%) Cucumber
2 2 (1.72%) Eclipse
2 2 (1.72%) JIRA
2 2 (1.72%) JUnit
2 2 (1.72%) Karma Test Runner
2 2 (1.72%) Maven
2 2 (1.72%) SoapUI
2 2 (1.72%) XMLSpy
3 1 (0.86%) ERwin
3 1 (0.86%) Jenkins
3 1 (0.86%) PowerDesigner
General
1 18 (15.52%) Retail
2 15 (12.93%) Telecoms
3 10 (8.62%) Banking
3 10 (8.62%) Finance
4 7 (6.03%) Pharmaceutical
5 2 (1.72%) Retail Banking
6 1 (0.86%) Investment Banking
6 1 (0.86%) Marketing
Job Titles
1 42 (36.21%) Architect
2 26 (22.41%) Data Architect
3 21 (18.10%) Developer
4 19 (16.38%) Analyst
5 13 (11.21%) Data Analyst
5 13 (11.21%) Data Modeller
6 9 (7.76%) Consultant
7 7 (6.03%) Data Engineer
7 7 (6.03%) Solutions Architect
7 7 (6.03%) Supply Chain Architect
8 6 (5.17%) .NET Developer
8 6 (5.17%) Designer
8 6 (5.17%) SAP Analyst
8 6 (5.17%) SAP Data Analyst
8 6 (5.17%) Workforce Management Architect
9 5 (4.31%) Big Data Engineer
9 5 (4.31%) Business Analyst
9 5 (4.31%) Business Intelligence Developer
9 5 (4.31%) Strategy Architect
10 4 (3.45%) Insight Consultant
Libraries, Frameworks & Software Standards
1 10 (8.62%) .NET
2 7 (6.03%) Web Services
3 6 (5.17%) .NET Core
3 6 (5.17%) ASP.NET
3 6 (5.17%) ASP.NET Web Forms
4 5 (4.31%) Apache Tez
4 5 (4.31%) JSP
4 5 (4.31%) Servlets
5 4 (3.45%) EJB
5 4 (3.45%) REST
5 4 (3.45%) XML
6 3 (2.59%) Hibernate
6 3 (2.59%) J2EE
6 3 (2.59%) JPA
6 3 (2.59%) JSF
6 3 (2.59%) MSMQ
6 3 (2.59%) RabbitMQ
6 3 (2.59%) Spring
6 3 (2.59%) Struts
7 2 (1.72%) Java EE
Miscellaneous
1 26 (22.41%) Analytical Skills
2 17 (14.66%) Data Structures
3 6 (5.17%) AS400
3 6 (5.17%) Data Centre
3 6 (5.17%) Data Protection Act
4 5 (4.31%) Replication
5 3 (2.59%) FMCG
5 3 (2.59%) Life Science
6 2 (1.72%) CMDB
6 2 (1.72%) Computer Science
6 2 (1.72%) Credit Risk
6 2 (1.72%) Derivative
6 2 (1.72%) Equities
7 1 (0.86%) Greenfield Project
7 1 (0.86%) Hybrid Cloud
7 1 (0.86%) Linked Data
7 1 (0.86%) Management Information System
7 1 (0.86%) Private Cloud
7 1 (0.86%) VxBlock/Vblock
Operating Systems
1 10 (8.62%) Windows
2 4 (3.45%) Linux
2 4 (3.45%) Unix
3 3 (2.59%) HPUX
4 1 (0.86%) CentOS
4 1 (0.86%) Red Hat Enterprise Linux
4 1 (0.86%) Solaris
4 1 (0.86%) SUSE
4 1 (0.86%) Windows Server
4 1 (0.86%) Windows Server 2003
4 1 (0.86%) Windows Server 2008
4 1 (0.86%) Windows Server 2012
Processes & Methodologies
1 32 (27.59%) ETL
2 29 (25.00%) Data Architecture
3 28 (24.14%) Analytics
4 26 (22.41%) Business Intelligence
5 23 (19.83%) Migration
6 20 (17.24%) Data Analysis
7 18 (15.52%) Data Mapping
8 17 (14.66%) Agile Software Development
9 16 (13.79%) Data Extraction
10 14 (12.07%) Logical Data Model
11 13 (11.21%) Validation
12 12 (10.34%) Data Management
13 11 (9.48%) Business Analysis
14 10 (8.62%) Data Cleansing
15 9 (7.76%) Data Migration
15 9 (7.76%) UML
16 8 (6.90%) Data Conversion
16 8 (6.90%) MVC
16 8 (6.90%) User Acceptance Testing
16 8 (6.90%) WFM
Programming Languages
1 30 (25.86%) SQL
2 10 (8.62%) C#
3 9 (7.76%) Java
3 9 (7.76%) Python
3 9 (7.76%) T-SQL
4 5 (4.31%) Scala
5 3 (2.59%) F#
5 3 (2.59%) JavaScript
5 3 (2.59%) PL/SQL
5 3 (2.59%) R
6 1 (0.86%) Apex Code
6 1 (0.86%) Bash Shell
6 1 (0.86%) C
6 1 (0.86%) PowerShell
6 1 (0.86%) SOQL
Qualifications
1 6 (5.17%) Security Cleared
2 5 (4.31%) Degree
3 3 (2.59%) SC Cleared
4 2 (1.72%) BPSS Clearance
4 2 (1.72%) Numerate Degree
5 1 (0.86%) Computer Science Degree
5 1 (0.86%) DV Cleared
5 1 (0.86%) ITIL Certification
Quality Assurance & Compliance
1 14 (12.07%) Data Quality
2 7 (6.03%) GDPR
2 7 (6.03%) GxP
2 7 (6.03%) Sarbanes-Oxley
3 3 (2.59%) QA
4 2 (1.72%) Basel II
4 2 (1.72%) Disclosure Scotland
4 2 (1.72%) IFRS
4 2 (1.72%) IFRS 9
5 1 (0.86%) SLA
System Software
1 3 (2.59%) Apache Flume
2 1 (0.86%) Docker
2 1 (0.86%) Firmware
2 1 (0.86%) Hyper-V
2 1 (0.86%) vCloud
2 1 (0.86%) Virtual Machines
2 1 (0.86%) VMware ESXi
2 1 (0.86%) VMware Infrastructure
2 1 (0.86%) VMware NSX
2 1 (0.86%) vSphere
Systems Management
1 1 (0.86%) Amdocs OSS
1 1 (0.86%) Ansible
1 1 (0.86%) CFEngine
1 1 (0.86%) Opscode Chef
1 1 (0.86%) Puppet
1 1 (0.86%) SCCM
1 1 (0.86%) SCOM
1 1 (0.86%) SCOrch
1 1 (0.86%) SCVMM
1 1 (0.86%) Unicenter
1 1 (0.86%) vCenter Server
1 1 (0.86%) vMotion
1 1 (0.86%) vRealize
Vendors
1 26 (22.41%) Microsoft
2 25 (21.55%) Oracle
3 18 (15.52%) SAP
4 16 (13.79%) IBM
5 12 (10.34%) Google
6 8 (6.90%) JDA
7 6 (5.17%) Informatica
7 6 (5.17%) Teradata
8 5 (4.31%) Ab Initio
8 5 (4.31%) Hortonworks
8 5 (4.31%) Mapinfo
8 5 (4.31%) Vertica
9 3 (2.59%) Cisco
9 3 (2.59%) Cloudera
9 3 (2.59%) Micro Focus
9 3 (2.59%) Talend
10 1 (0.86%) BMC
10 1 (0.86%) CA
10 1 (0.86%) Cognizant
10 1 (0.86%) NetApp