Period
to 18 January 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 18 January 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
18 Jan 2019
Same period 2018 Same period 2017
Rank 89 48 66
Rank change year-on-year -41 +18 +28
Contract jobs citing Data Modelling 86 150 100
As % of all contract IT jobs advertised in Berkshire 2.08% 3.67% 2.48%
As % of the Processes & Methodologies category 2.43% 4.35% 2.98%
Number of daily rates quoted 51 97 63
Berkshire median daily rate £425 £450 £450
Median daily rate % change year-on-year -5.56% - -
10th Percentile £358 £355 £315
90th Percentile £538 £538 £825
South East median daily rate £475 £438 £450
% change year-on-year +8.57% -2.78% -
Number of hourly rates quoted 0 2 0
Berkshire median hourly rate - £54.00 -
South East median hourly rate - £47.50 £52.50
% change year-on-year - -9.52% +226.29%

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 3,543 3,449 3,359
As % of all contract IT jobs advertised in Berkshire 85.79% 84.33% 83.18%
Number of daily rates quoted 1,683 1,796 1,760
Berkshire median daily rate £438 £425 £400
Median daily rate % change year-on-year +2.94% +6.25% -
10th Percentile £250 £269 £250
90th Percentile £588 £588 £575
South East median daily rate £450 £425 £410
% change year-on-year +5.88% +3.66% +2.50%
Number of hourly rates quoted 90 86 127
Berkshire median hourly rate £20.00 £14.50 £18.55
Median hourly rate % change year-on-year +37.93% -21.83% -28.70%
10th Percentile £12.00 £11.25 £11.70
90th Percentile £48.88 £42.00 £50.00
South East median hourly rate £26.91 £24.02 £22.50
% change year-on-year +12.01% +6.76% -21.05%

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 18 January 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 18 January 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 -18 25 £425 +6.25% 8
Bracknell -22 11 £400 -11.11% 1
Maidenhead +7 8 £525 +14.13% 4
Newbury -14 5 £400 -17.95% 2
Slough -16 3 £356 -28.75% 7
Wokingham - 3 £550 -
Windsor - 1 - - 2
Data Modelling
South East

For the 6 months to 18 January 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 30 (34.88%) Migration
2 27 (31.40%) SQL
3 25 (29.07%) Data Migration
4 21 (24.42%) ETL
5 20 (23.26%) Oracle
6 18 (20.93%) Business Intelligence
7 16 (18.60%) Telecoms
7 16 (18.60%) Data Analysis
8 15 (17.44%) SQL Server
9 14 (16.28%) Data Warehouse
9 14 (16.28%) Relational Database
10 13 (15.12%) Logical Data Model
10 13 (15.12%) Data Quality
10 13 (15.12%) XML
10 13 (15.12%) Java
10 13 (15.12%) Microsoft
10 13 (15.12%) Agile Software Development
11 12 (13.95%) Microsoft Excel
11 12 (13.95%) Talend
12 11 (12.79%) Analytics
12 11 (12.79%) Oracle Database
12 11 (12.79%) XML Parsing
13 10 (11.63%) Oracle Database 12c
13 10 (11.63%) Data Architecture
13 10 (11.63%) PL/SQL
13 10 (11.63%) SAP
13 10 (11.63%) Toad
13 10 (11.63%) Regression Testing
14 9 (10.47%) Quality Management
14 9 (10.47%) Stakeholder Management

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 4 (4.65%) CMS
1 4 (4.65%) Umbraco
2 3 (3.49%) Apache Spark
3 2 (2.33%) PowerExchange
4 1 (1.16%) Oracle Service Bus
4 1 (1.16%) Oracle SOA Suite
4 1 (1.16%) SharePoint
4 1 (1.16%) WebLogic
Applications
1 12 (13.95%) Microsoft Excel
2 2 (2.33%) Microsoft Project
3 1 (1.16%) MS Visio
Business Applications
1 6 (6.98%) SAP S/4HANA
2 5 (5.81%) SAP MDG
3 2 (2.33%) Remedy ITSM
4 1 (1.16%) Dynamics CRM
4 1 (1.16%) Dynamics GP
4 1 (1.16%) Oracle EBS
4 1 (1.16%) SAP MDG-S
Cloud Services
1 9 (10.47%) Microsoft Azure
2 3 (3.49%) SaaS
3 2 (2.33%) Office 365
4 1 (1.16%) Azure Data Factory
4 1 (1.16%) IaaS
4 1 (1.16%) Oracle CX
4 1 (1.16%) PaaS
4 1 (1.16%) Serverless
Communications & Networking
1 4 (4.65%) Radio Access Network
2 2 (2.33%) 3G
2 2 (2.33%) 4G
3 1 (1.16%) FTP
3 1 (1.16%) MVNO
3 1 (1.16%) VPN
Database & Business Intelligence
1 15 (17.44%) SQL Server
2 14 (16.28%) Data Warehouse
2 14 (16.28%) Relational Database
3 11 (12.79%) Oracle Database
4 10 (11.63%) Oracle Database 12c
5 9 (10.47%) Big Data
6 7 (8.14%) SQL Server Integration Services
7 6 (6.98%) Data Lake
7 6 (6.98%) Oracle ODI
7 6 (6.98%) SQL Server Analysis Services
8 5 (5.81%) Power BI
9 4 (4.65%) Apache Cassandra
10 3 (3.49%) Enterprise Data Warehouse
10 3 (3.49%) SQL Server 2008
10 3 (3.49%) SQL Server 2014
10 3 (3.49%) SQL Server Reporting Services
11 2 (2.33%) BusinessObjects
11 2 (2.33%) Cosmos DB
11 2 (2.33%) MySQL
11 2 (2.33%) PostgreSQL
Development Applications
1 10 (11.63%) Toad
2 3 (3.49%) Team Foundation Server
3 2 (2.33%) Jenkins
4 1 (1.16%) ER Studio
4 1 (1.16%) ERwin
4 1 (1.16%) SoapUI
General
1 16 (18.60%) Telecoms
2 8 (9.30%) Finance
3 4 (4.65%) Publishing
4 3 (3.49%) Billing
5 1 (1.16%) German Language
Job Titles
1 23 (26.74%) Analyst
2 21 (24.42%) Developer
3 18 (20.93%) Architect
4 16 (18.60%) Data Analyst
5 9 (10.47%) Talend Developer
6 8 (9.30%) Consultant
7 7 (8.14%) Business Analyst
8 6 (6.98%) Designer
8 6 (6.98%) ETL Developer
9 5 (5.81%) Business Intelligence Developer
9 5 (5.81%) Data Architect
9 5 (5.81%) Data Migration Manager
9 5 (5.81%) Migration Manager
10 4 (4.65%) Business Intelligence Consultant
10 4 (4.65%) Data Consultant
10 4 (4.65%) Project Manager
10 4 (4.65%) Solutions Architect
11 3 (3.49%) Data Manager
11 3 (3.49%) Migration Consultant
11 3 (3.49%) SAP Manager
Libraries, Frameworks & Software Standards
1 13 (15.12%) XML
2 8 (9.30%) JSON
3 7 (8.14%) EDI
4 5 (5.81%) .NET
5 4 (4.65%) ASP.NET
5 4 (4.65%) ASP.NET Web API
5 4 (4.65%) CSS
5 4 (4.65%) HTML
5 4 (4.65%) jQuery
6 3 (3.49%) HTML5
6 3 (3.49%) Kafka
6 3 (3.49%) Middleware
6 3 (3.49%) Node.js
7 2 (2.33%) REST
7 2 (2.33%) TensorFlow
8 1 (1.16%) .NET Framework
8 1 (1.16%) OLE
8 1 (1.16%) Oracle Fusion
8 1 (1.16%) SAP Fiori
8 1 (1.16%) XML Schema
Miscellaneous
1 8 (9.30%) Analytical Skills
2 5 (5.81%) CMDB
2 5 (5.81%) Data Structures
3 3 (3.49%) Greenfield Project
4 2 (2.33%) Replication
5 1 (1.16%) SWIFT
5 1 (1.16%) TM Forum
5 1 (1.16%) User Experience
Operating Systems
1 2 (2.33%) Linux
1 2 (2.33%) Unix
Processes & Methodologies
1 30 (34.88%) Migration
2 25 (29.07%) Data Migration
3 21 (24.42%) ETL
4 18 (20.93%) Business Intelligence
5 16 (18.60%) Data Analysis
6 13 (15.12%) Agile Software Development
6 13 (15.12%) Logical Data Model
7 11 (12.79%) Analytics
7 11 (12.79%) XML Parsing
8 10 (11.63%) Data Architecture
8 10 (11.63%) Regression Testing
9 9 (10.47%) Data Cleansing
9 9 (10.47%) Data Integration
9 9 (10.47%) Quality Management
9 9 (10.47%) Stakeholder Management
10 8 (9.30%) Validation
11 7 (8.14%) Data Protection
11 7 (8.14%) Data Validation
11 7 (8.14%) Service Management
11 7 (8.14%) Workflow
Programming Languages
1 27 (31.40%) SQL
2 13 (15.12%) Java
3 10 (11.63%) PL/SQL
4 6 (6.98%) C#
5 4 (4.65%) JavaScript
5 4 (4.65%) T-SQL
6 3 (3.49%) Python
6 3 (3.49%) R
7 1 (1.16%) Data Analysis Expressions (DAX)
7 1 (1.16%) XPath
Qualifications
1 3 (3.49%) SC Cleared
1 3 (3.49%) Security Cleared
2 2 (2.33%) Degree
Quality Assurance & Compliance
1 13 (15.12%) Data Quality
2 4 (4.65%) GDPR
3 2 (2.33%) QA
System Software
1 2 (2.33%) Docker
Systems Management
1 2 (2.33%) Kubernetes
1 2 (2.33%) Opscode Chef
1 2 (2.33%) Puppet
Vendors
1 20 (23.26%) Oracle
2 13 (15.12%) Microsoft
3 12 (13.95%) Talend
4 10 (11.63%) SAP
5 7 (8.14%) Tableau
6 5 (5.81%) Ariba
6 5 (5.81%) Baan
7 3 (3.49%) Informatica
8 2 (2.33%) BMC
8 2 (2.33%) Remedy
9 1 (1.16%) Alteryx
9 1 (1.16%) IDERA
9 1 (1.16%) JD Edwards