Period
to 21 November 2017

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 2017 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 2017
Same period 2016 Same period 2015
Rank 40 75 109
Rank change year-on-year +35 +34 -1
Contract jobs citing Data Modelling 169 105 65
As % of all contract IT jobs advertised in Berkshire 4.11% 2.46% 1.31%
As % of the Processes & Methodologies category 4.91% 3.02% 1.67%
Number of daily rates quoted 111 73 52
Berkshire median daily rate £450 £450 £400
Median daily rate % change year-on-year - +12.50% -9.09%
10th Percentile £356 £340 £313
90th Percentile £525 £800 £598
South East median daily rate £445 £439 £440
% change year-on-year +1.42% -0.28% +3.53%
Number of hourly rates quoted 2 0 0
Berkshire median hourly rate £54.00 - -
South East median hourly rate £47.50 £45.00 -
% change year-on-year +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 3440 3473 3895
As % of all contract IT jobs advertised in Berkshire 83.60% 81.37% 78.42%
Number of daily rates quoted 1791 1866 2150
Berkshire median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - +5.96%
10th Percentile £263 £250 £227
90th Percentile £588 £575 £550
South East median daily rate £425 £400 £390
% change year-on-year +6.25% +2.56% +4.00%
Number of hourly rates quoted 108 130 176
Berkshire median hourly rate £14.50 £17.75 £30.45
Median hourly rate % change year-on-year -18.31% -41.71% +77.45%
10th Percentile £11.25 £11.25 £13.25
90th Percentile £38.45 £48.83 £44.38
South East median hourly rate £22.75 £27.13 £26.50
% change year-on-year -16.13% +2.36% +51.43%

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 2017.

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 21 November 2017. 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 +26 47 £450 -18.18%
Bracknell +11 28 £450 -12.20%
Newbury +6 20 £475 +31.94% 1
Slough +11 17 £450 -
Maidenhead -8 10 £443 -41.00% 1
Wokingham +2 1 - -
Data Modelling
South East

For the 6 months to 21 November 2017, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Berkshire region with a requirement for Data Modelling.

1 58 (34.32%) SQL
2 46 (27.22%) Data Analysis
3 45 (26.63%) Data Architecture
3 45 (26.63%) Analytics
4 40 (23.67%) Migration
4 40 (23.67%) SQL Server
4 40 (23.67%) ETL
5 38 (22.49%) Retail
6 37 (21.89%) Microsoft
7 36 (21.30%) Data Warehouse
8 33 (19.53%) Oracle
9 32 (18.93%) Analytical Skills
10 30 (17.75%) Business Intelligence
11 29 (17.16%) Data Migration
12 27 (15.98%) Data Mapping
13 26 (15.38%) IBM
13 26 (15.38%) Data Structures
14 24 (14.20%) Data Quality
15 22 (13.02%) Telecoms
16 20 (11.83%) Validation
16 20 (11.83%) Agile Software Development
16 20 (11.83%) T-SQL
16 20 (11.83%) Logical Data Model
16 20 (11.83%) GDPR
17 19 (11.24%) SQL Server Integration Services
18 18 (10.65%) JDA
19 17 (10.06%) Degree
19 17 (10.06%) Business Analysis
19 17 (10.06%) Data Management
19 17 (10.06%) Data Protection

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 9 (5.33%) Apache Spark
2 8 (4.73%) Oracle SOA Suite
3 6 (3.55%) SAS
4 4 (2.37%) WebLogic
5 3 (1.78%) BizTalk Server
6 2 (1.18%) OpenStack
6 2 (1.18%) Oracle Service Bus
6 2 (1.18%) SharePoint
7 1 (0.59%) ArcGIS
7 1 (0.59%) IBM Domino
7 1 (0.59%) IIS
7 1 (0.59%) MS Exchange
7 1 (0.59%) PowerExchange
Applications
1 12 (7.10%) Microsoft Excel
2 6 (3.55%) Microsoft PowerPoint
2 6 (3.55%) MS Visio
Business Applications
1 7 (4.14%) SAP APO
1 7 (4.14%) SAP MM
2 5 (2.96%) SAP MDM
3 2 (1.18%) Salesforce.com CRM
3 2 (1.18%) SAP ERP
4 1 (0.59%) Cognos Business Intelligence
4 1 (0.59%) Dynamics CRM
4 1 (0.59%) Remedy AR System
4 1 (0.59%) Remedy ITSM
4 1 (0.59%) SessionCam
Cloud Services
1 11 (6.51%) Microsoft Azure
2 8 (4.73%) Google Cloud Platform
3 4 (2.37%) Salesforce Sales Cloud
3 4 (2.37%) Salesforce Service Cloud
4 3 (1.78%) SaaS
5 2 (1.18%) Adobe Analytics
5 2 (1.18%) Force.com
5 2 (1.18%) Office 365
5 2 (1.18%) SuccessFactors
6 1 (0.59%) Amazon AWS
6 1 (0.59%) Cloud Computing
6 1 (0.59%) Google Analytics
6 1 (0.59%) IBM Cloud
6 1 (0.59%) SoftLayer
6 1 (0.59%) Yammer
Communications & Networking
1 7 (4.14%) SMTP
2 5 (2.96%) Internet
3 4 (2.37%) Radio Access Network
4 3 (1.78%) 5G
4 3 (1.78%) Ethernet
4 3 (1.78%) Intranet
4 3 (1.78%) OpenFlow
4 3 (1.78%) Wireless
5 2 (1.18%) DOCSIS
5 2 (1.18%) SDH
6 1 (0.59%) 4G
6 1 (0.59%) Firewall
6 1 (0.59%) LTE
6 1 (0.59%) Skype
6 1 (0.59%) SMS
6 1 (0.59%) VLAN
6 1 (0.59%) VoLTE
6 1 (0.59%) VXLAN
Database & Business Intelligence
1 40 (23.67%) SQL Server
2 36 (21.30%) Data Warehouse
3 19 (11.24%) SQL Server Integration Services
4 16 (9.47%) Big Data
4 16 (9.47%) SQL Server Reporting Services
5 11 (6.51%) DB2
5 11 (6.51%) SQL Server Analysis Services
6 10 (5.92%) Data Mining
7 9 (5.33%) Apache Hive
7 9 (5.33%) Hadoop
7 9 (5.33%) Microsoft Analysis Services
8 8 (4.73%) Data Mart
9 7 (4.14%) NoSQL
9 7 (4.14%) QlikView
9 7 (4.14%) SQL Server 2008
10 6 (3.55%) Relational Database
10 6 (3.55%) SAP Data Services
11 5 (2.96%) BusinessObjects
11 5 (2.96%) GIS
11 5 (2.96%) SAP BW
Development Applications
1 6 (3.55%) LSMW
2 4 (2.37%) JIRA
2 4 (2.37%) SoapUI
2 4 (2.37%) Visual Studio
2 4 (2.37%) XMLSpy
3 3 (1.78%) PowerDesigner
4 1 (0.59%) ERwin
4 1 (0.59%) Jenkins
General
1 38 (22.49%) Retail
2 22 (13.02%) Telecoms
3 16 (9.47%) Banking
4 13 (7.69%) Finance
5 6 (3.55%) Marketing
5 6 (3.55%) Pharmaceutical
5 6 (3.55%) Retail Banking
6 1 (0.59%) Billing
6 1 (0.59%) Investment Banking
Job Titles
1 63 (37.28%) Architect
2 40 (23.67%) Analyst
2 40 (23.67%) Data Architect
3 29 (17.16%) Developer
4 27 (15.98%) Data Analyst
5 13 (7.69%) Data Modeller
5 13 (7.69%) Solutions Architect
6 11 (6.51%) Supply Chain Architect
7 10 (5.92%) Designer
8 9 (5.33%) Senior Developer
8 9 (5.33%) SQL Developer
9 8 (4.73%) Big Data Engineer
9 8 (4.73%) Business Intelligence Developer
9 8 (4.73%) Data Engineer
9 8 (4.73%) Solutions Designer
9 8 (4.73%) SSAS Developer
10 7 (4.14%) SAP Analyst
10 7 (4.14%) SQL Analyst
10 7 (4.14%) SQL Data Analyst
10 7 (4.14%) Workforce Management Architect
Libraries, Frameworks & Software Standards
1 15 (8.88%) .NET
2 10 (5.92%) MDX
3 8 (4.73%) Apache Tez
4 7 (4.14%) .NET Core
4 7 (4.14%) ASP.NET
4 7 (4.14%) ASP.NET Web Forms
4 7 (4.14%) REST
4 7 (4.14%) Visualforce
4 7 (4.14%) Web Services
5 6 (3.55%) WSDL
6 5 (2.96%) CSS
6 5 (2.96%) XML
7 4 (2.37%) EJB
7 4 (2.37%) J2EE
7 4 (2.37%) SOAP
7 4 (2.37%) XSD
8 3 (1.78%) JSP
8 3 (1.78%) MSMQ
8 3 (1.78%) Servlets
8 3 (1.78%) Struts
Miscellaneous
1 32 (18.93%) Analytical Skills
2 26 (15.38%) Data Structures
3 6 (3.55%) AS400
3 6 (3.55%) Credit Risk
3 6 (3.55%) Data Protection Act
4 5 (2.96%) User Experience
5 4 (2.37%) Data Centre
6 3 (1.78%) CMDB
6 3 (1.78%) Management Information System
7 2 (1.18%) Algorithms
7 2 (1.18%) Derivative
7 2 (1.18%) Equities
7 2 (1.18%) Virtual Team
8 1 (0.59%) FMCG
8 1 (0.59%) Greenfield Project
8 1 (0.59%) Hybrid Cloud
8 1 (0.59%) iSeries
8 1 (0.59%) Private Cloud
8 1 (0.59%) Reference Data
8 1 (0.59%) VxBlock/Vblock
Operating Systems
1 13 (7.69%) Windows
2 4 (2.37%) Linux
2 4 (2.37%) Unix
3 3 (1.78%) HPUX
4 1 (0.59%) CentOS
4 1 (0.59%) Red Hat Enterprise Linux
4 1 (0.59%) Solaris
4 1 (0.59%) SUSE
4 1 (0.59%) Windows Server
4 1 (0.59%) Windows Server 2003
4 1 (0.59%) Windows Server 2008
4 1 (0.59%) Windows Server 2012
Processes & Methodologies
1 46 (27.22%) Data Analysis
2 45 (26.63%) Analytics
2 45 (26.63%) Data Architecture
3 40 (23.67%) ETL
3 40 (23.67%) Migration
4 30 (17.75%) Business Intelligence
5 29 (17.16%) Data Migration
6 27 (15.98%) Data Mapping
7 20 (11.83%) Agile Software Development
7 20 (11.83%) Logical Data Model
7 20 (11.83%) Validation
8 17 (10.06%) Business Analysis
8 17 (10.06%) Data Management
8 17 (10.06%) Data Protection
9 16 (9.47%) Stakeholder Management
10 15 (8.88%) Data Extraction
10 15 (8.88%) Demand Forecasting
11 11 (6.51%) eTOM
11 11 (6.51%) Master Data Management
11 11 (6.51%) SDLC
Programming Languages
1 58 (34.32%) SQL
2 20 (11.83%) T-SQL
3 11 (6.51%) C#
3 11 (6.51%) Python
4 8 (4.73%) Scala
5 7 (4.14%) Apex Code
6 5 (2.96%) Java
7 4 (2.37%) JavaScript
8 3 (1.78%) PL/SQL
9 2 (1.18%) MATLAB
10 1 (0.59%) Bash Shell
10 1 (0.59%) C
10 1 (0.59%) C++
10 1 (0.59%) Data Analysis Expressions (DAX)
10 1 (0.59%) PowerShell
10 1 (0.59%) SOQL
10 1 (0.59%) VB.NET
Qualifications
1 17 (10.06%) Degree
2 8 (4.73%) Numerate Degree
3 7 (4.14%) Security Cleared
4 5 (2.96%) SC Cleared
5 2 (1.18%) BPSS Clearance
5 2 (1.18%) ISEB
5 2 (1.18%) ITIL Foundation Certificate
6 1 (0.59%) DV Cleared
6 1 (0.59%) ITIL Certification
Quality Assurance & Compliance
1 24 (14.20%) Data Quality
2 20 (11.83%) GDPR
3 7 (4.14%) GxP
3 7 (4.14%) Sarbanes-Oxley
4 6 (3.55%) Basel II
4 6 (3.55%) IFRS
4 6 (3.55%) IFRS 9
5 5 (2.96%) QA
6 2 (1.18%) Disclosure Scotland
7 1 (0.59%) SLA
System Software
1 1 (0.59%) Docker
1 1 (0.59%) Firmware
1 1 (0.59%) Hyper-V
1 1 (0.59%) vCloud
1 1 (0.59%) Virtual Machines
1 1 (0.59%) VMware ESXi
1 1 (0.59%) VMware Infrastructure
1 1 (0.59%) VMware NSX
1 1 (0.59%) vSphere
Systems Management
1 1 (0.59%) Amdocs OSS
1 1 (0.59%) Ansible
1 1 (0.59%) CFEngine
1 1 (0.59%) Oozie
1 1 (0.59%) Opscode Chef
1 1 (0.59%) Puppet
1 1 (0.59%) SCCM
1 1 (0.59%) SCOM
1 1 (0.59%) SCOrch
1 1 (0.59%) SCVMM
1 1 (0.59%) Unicenter
1 1 (0.59%) vCenter Server
1 1 (0.59%) vMotion
1 1 (0.59%) vRealize
Vendors
1 37 (21.89%) Microsoft
2 33 (19.53%) Oracle
3 26 (15.38%) IBM
4 18 (10.65%) JDA
5 15 (8.88%) SAP
6 14 (8.28%) Google
7 8 (4.73%) Hortonworks
7 8 (4.73%) Informatica
7 8 (4.73%) Salesforce.com
7 8 (4.73%) Tableau
8 5 (2.96%) Ab Initio
9 4 (2.37%) Cisco
9 4 (2.37%) Mapinfo
9 4 (2.37%) Pardot
10 3 (1.78%) Remedy
10 3 (1.78%) Teradata
11 2 (1.18%) Adobe
11 2 (1.18%) BMC
11 2 (1.18%) Facebook
11 2 (1.18%) MicroStrategy