The following table provides summary statistics for contract job vacancies advertised in Yorkshire 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 3 months to 27 March 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.

3 months to
27 Mar 2017
Same period 2016 Same period 2015
Data Modelling
England / Yorkshire
Rank 102 56 82
Rank change year-on-year -46 +26  
Contract jobs citing Data Modelling 22 94 54
As % of all contract IT jobs advertised in Yorkshire 1.04% 3.31% 2.00%
As % of the Processes & Methodologies category 1.25% 4.08% 2.43%
Number of daily rates quoted 14 67 39
Median daily rate £469 £440 £400
Median daily rate % change year-on-year +6.53% +10.00%  
90% offered a daily rate of more than £340 £300 £285
10% offered a daily rate of more than £500 £733 £531
UK excluding London median daily rate £438 £450 £425
% change year-on-year -2.77% +5.88%  
Number of hourly rates quoted 1 0 0
Median hourly rate £34.24 - -
UK excluding London median hourly rate £38.37 £49.82 £40.00
% change year-on-year -22.98% +24.55%  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Yorkshire with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Yorkshire
Contract job vacancies with a requirement for process and methodology skills 1754 2303 2218
As % of all contract IT job vacancies advertised in Yorkshire 82.58% 81.09% 82.12%
Number of daily rates quoted 1124 1564 1436
Median daily rate £410 £410 £375
Median daily rate % change year-on-year - +9.33%  
90% offered a daily rate of more than £300 £300 £250
10% offered a daily rate of more than £550 £575 £475
UK excluding London median daily rate £410 £400 £396
% change year-on-year +2.50% +1.01%  
Number of hourly rates quoted 35 65 64
Median hourly rate £13.00 £16.50 £18.00
Median hourly rate % change year-on-year -21.21% -8.33%  
90% offered a hourly rate of more than £8.82 £10.20 £9.25
10% offered a hourly rate of more than £35.34 £35.00 £35.50
UK excluding London median hourly rate £36.25 £38.50 £30.20
% change year-on-year -5.84% +27.48%  

Data Modelling
Job Vacancy Trend in Yorkshire

The job posting trend of jobs advertised in Yorkshire citing Data Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Yorkshire

Data Modelling
Contractor Daily Rate Trend in Yorkshire

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Modelling in Yorkshire.

Contractor daily rate trend for Data Modelling in Yorkshire

Data Modelling
Contractor Daily Rate Histogram in Yorkshire

The daily rate distribution of IT jobs citing Data Modelling in Yorkshire over the 3 months to 27 March 2017.

Contractor daily rate histogram for Data Modelling in Yorkshire

Data Modelling
Contractor Hourly Rate Trend in Yorkshire

This chart provides the 3-month moving average for hourly rates quoted in IT contractor jobs citing Data Modelling in Yorkshire.

Contractor hourly rate trend for Data Modelling in Yorkshire

Data Modelling
Contract Job Locations in Yorkshire

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 Yorkshire region over the 3 months to 27 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire -8 15 £444 +14.51% 14
South Yorkshire -36 4 £500 -11.11% 2
North Yorkshire +3 1 £400 +3.22% 1
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in Yorkshire

For the 6 months to 27 March 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 Yorkshire region with a requirement for Data Modelling.

1 46 (54.76%) SQL
2 31 (36.90%) Business Intelligence
3 27 (32.14%) Microsoft
4 26 (30.95%) SQL Server
4 26 (30.95%) Agile Software Development
5 24 (28.57%) ETL
6 21 (25.00%) SQL Server Integration Services
7 20 (23.81%) Data Warehouse
8 19 (22.62%) T-SQL
9 18 (21.43%) Finance
10 16 (19.05%) SQL Server Reporting Services
10 16 (19.05%) SAP
11 14 (16.67%) Big Data
12 13 (15.48%) BusinessObjects
13 12 (14.29%) MS Excel
14 11 (13.10%) SAS
14 11 (13.10%) Analytics
14 11 (13.10%) Data Quality
14 11 (13.10%) JIRA
14 11 (13.10%) Data Integration
14 11 (13.10%) Hadoop
15 10 (11.90%) SQL Server Analysis Services
15 10 (11.90%) Google
15 10 (11.90%) Python
15 10 (11.90%) Oracle
16 9 (10.71%) Data Management
17 8 (9.52%) Informatica
17 8 (9.52%) Analytical Skills
17 8 (9.52%) QlikView
17 8 (9.52%) Confluence

Data Modelling
Top Related IT Skills in Yorkshire 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 11 (13.10%) SAS
2 8 (9.52%) Confluence
3 7 (8.33%) Apache Spark
4 3 (3.57%) Oracle SOA Suite
5 2 (2.38%) Apache
5 2 (2.38%) Tomcat
6 1 (1.19%) SharePoint
Applications
1 12 (14.29%) MS Excel
2 5 (5.95%) MS Office
3 3 (3.57%) MS Visio
Cloud Services
1 7 (8.33%) Google Analytics
2 3 (3.57%) Amazon AWS
2 3 (3.57%) IaaS
2 3 (3.57%) Microsoft Azure
2 3 (3.57%) PaaS
2 3 (3.57%) SaaS
Communications & Networking
1 1 (1.19%) OpenLDAP
Database & Business Intelligence
1 26 (30.95%) SQL Server
2 21 (25.00%) SQL Server Integration Services
3 20 (23.81%) Data Warehouse
4 16 (19.05%) SQL Server Reporting Services
5 14 (16.67%) Big Data
6 13 (15.48%) BusinessObjects
7 11 (13.10%) Hadoop
8 10 (11.90%) SQL Server Analysis Services
9 8 (9.52%) Apache Hive
9 8 (9.52%) QlikView
10 7 (8.33%) HBase
11 6 (7.14%) DataStage
11 6 (7.14%) SQL Server 2014
12 4 (4.76%) Data Lake
12 4 (4.76%) DB2
12 4 (4.76%) IBM InfoSphere
12 4 (4.76%) MS Access
12 4 (4.76%) PostgreSQL
12 4 (4.76%) SQL Server 2012
13 3 (3.57%) SAP Data Services
Development Applications
1 11 (13.10%) JIRA
2 3 (3.57%) Cucumber
2 3 (3.57%) ERwin
3 1 (1.19%) JMeter
3 1 (1.19%) Oracle Forms
3 1 (1.19%) Team Foundation Server
General
1 18 (21.43%) Finance
2 6 (7.14%) Banking
3 5 (5.95%) Retail
4 3 (3.57%) Telecoms
5 2 (2.38%) Investment Banking
5 2 (2.38%) Manufacturing
5 2 (2.38%) Marketing
6 1 (1.19%) Legal
6 1 (1.19%) Retail Banking
Job Titles
1 27 (32.14%) Developer
2 25 (29.76%) Analyst
3 16 (19.05%) SQL Developer
4 13 (15.48%) Architect
5 11 (13.10%) Data Analyst
6 10 (11.90%) Consultant
6 10 (11.90%) SSIS Developer
7 9 (10.71%) Business Analyst
8 8 (9.52%) Data Consultant
8 8 (9.52%) T-SQL Developer
9 7 (8.33%) Big Data Analyst
10 5 (5.95%) Business Intelligence Developer
10 5 (5.95%) Data Architect
11 4 (4.76%) Enterprise Architect
11 4 (4.76%) Enterprise Data Architect
11 4 (4.76%) Solutions Architect
11 4 (4.76%) Technical Architect
12 3 (3.57%) Data Quality Consultant
12 3 (3.57%) SAP Analyst
12 3 (3.57%) SAP Data Consultant
Libraries, Frameworks & Software Standards
1 7 (8.33%) Web Services
2 5 (5.95%) ActiveX
2 5 (5.95%) RESTful
2 5 (5.95%) XML
3 4 (4.76%) ADO
3 4 (4.76%) DAO
4 2 (2.38%) Apache Tez
4 2 (2.38%) CSS
4 2 (2.38%) HTML
5 1 (1.19%) LAPP Stack
5 1 (1.19%) SAP MI
Miscellaneous
1 8 (9.52%) Analytical Skills
2 6 (7.14%) User Experience
3 5 (5.95%) Management Information System
4 4 (4.76%) Computer Science
4 4 (4.76%) Reference Data
5 3 (3.57%) Enterprise Storage
5 3 (3.57%) Hybrid Cloud
5 3 (3.57%) Tandem
5 3 (3.57%) Wiki
6 2 (2.38%) Fintech
6 2 (2.38%) FMCG
6 2 (2.38%) NHS
6 2 (2.38%) Replication
7 1 (1.19%) Data Protection Act
7 1 (1.19%) Data Structures
Operating Systems
1 5 (5.95%) Unix
2 3 (3.57%) Android
2 3 (3.57%) Apple iOS
3 2 (2.38%) Linux
Processes & Methodologies
1 31 (36.90%) Business Intelligence
2 26 (30.95%) Agile Software Development
3 24 (28.57%) ETL
4 11 (13.10%) Analytics
4 11 (13.10%) Data Integration
5 9 (10.71%) Data Management
6 7 (8.33%) Logical Data Model
6 7 (8.33%) MapReduce
6 7 (8.33%) Migration
6 7 (8.33%) Physical Data Model
6 7 (8.33%) Project Management
6 7 (8.33%) User Stories
6 7 (8.33%) Waterfall
7 6 (7.14%) Data Lineage
7 6 (7.14%) Data Mapping
7 6 (7.14%) Data Migration
7 6 (7.14%) E-Commerce
7 6 (7.14%) Open Source
7 6 (7.14%) Scrum
7 6 (7.14%) Wireframes
Programming Languages
1 46 (54.76%) SQL
2 19 (22.62%) T-SQL
3 10 (11.90%) Python
4 7 (8.33%) Java
5 6 (7.14%) VBA
6 4 (4.76%) JavaScript
6 4 (4.76%) VB
7 3 (3.57%) Perl
7 3 (3.57%) PL/SQL
8 2 (2.38%) Go
8 2 (2.38%) PHP
8 2 (2.38%) Ruby
8 2 (2.38%) Scala
9 1 (1.19%) ABAP
Qualifications
1 5 (5.95%) Degree
1 5 (5.95%) Security Cleared
2 2 (2.38%) Microsoft Certification
3 1 (1.19%) BPSS Clearance
3 1 (1.19%) CCA
3 1 (1.19%) SC Cleared
Quality Assurance & Compliance
1 11 (13.10%) Data Quality
2 2 (2.38%) IFRS
2 2 (2.38%) IFRS 9
System Software
1 3 (3.57%) HDFS
2 2 (2.38%) Docker
Systems Management
1 1 (1.19%) Nagios
Vendors
1 27 (32.14%) Microsoft
2 16 (19.05%) SAP
3 10 (11.90%) Google
3 10 (11.90%) Oracle
4 8 (9.52%) Informatica
5 7 (8.33%) Ab Initio
6 6 (7.14%) Tableau
7 5 (5.95%) IBM
8 4 (4.76%) Cognos
9 3 (3.57%) hybris
9 3 (3.57%) Splunk