The table below looks at the statistics for Data Modelling skills in IT contracts advertised for the Yorkshire region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 23 August 2016 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
23 Aug 2016
Same period 2015 Same period 2014
Data Modelling
Rank 72 63 38
Rank change year-on-year
-9 -25
Contract jobs citing Data Modelling 84 91 94
As % of all contract IT jobs located in Yorkshire 2.81% 2.93% 3.99%
As % of the Processes & Methodologies category 3.38% 3.64% 5.18%
Number of daily rates quoted 50 75 46
Median daily rate £420 £365 £399
Median daily rate % change year-on-year
+15.06% -8.46%
90% offered a daily rate of more than £337 £300 £248
10% offered a daily rate of more than £553 £500 £518
UK excluding London median daily rate £420 £425 £413
% change year-on-year
-1.17% +3.03%
Number of hourly rates quoted 0 0 1
Median hourly rate - - £15.39
UK excluding London median hourly rate £40.00 £34.00 £17.50
% change year-on-year
+17.64% +94.28%
Data Modelling
England

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in contract jobs advertised in the Yorkshire region.

Processes & Methodologies Category
Yorkshire
Contract IT job ads with a match in the
Processes & Methodologies category
2483 2502 1816
As % of all contract IT jobs located in Yorkshire 83.07% 80.55% 77.15%
Number of daily rates quoted 1629 1749 1133
Median daily rate £420 £375 £350
Median daily rate % change year-on-year
+12.00% +7.14%
90% offered a daily rate of more than £300 £275 £225
10% offered a daily rate of more than £550 £500 £478
UK excluding London median daily rate £400 £390 £375
% change year-on-year
+2.56% +4.00%
Number of hourly rates quoted 57 75 54
Median hourly rate £14.50 £17.50 £15.39
Median hourly rate % change year-on-year
-17.14% +13.74%
90% offered a hourly rate of more than £12.25 £11.00 £10.00
10% offered a hourly rate of more than £31.50 £40.00 £34.00
UK excluding London median hourly rate £31.50 £32.50 £25.75
% change year-on-year
-3.07% +26.21%

Data Modelling
Jobs Demand Trend in Yorkshire

The demand trend of contract jobs across the Yorkshire region citing Data Modelling as a proportion of all IT contracts with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend in Yorkshire

Data Modelling
Daily Rate Trend in Yorkshire

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

Data Modelling Daily Rate Trend in Yorkshire

Data Modelling
Daily Rate Histogram in Yorkshire

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling across the Yorkshire region over the 3 months to 23 August 2016.

Data Modelling Daily Rate Histogram in Yorkshire

Data Modelling
Hourly Rate Trend in Yorkshire

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

Data Modelling Hourly Rate Trend 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 23 August 2016. 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
(Click see detailed
statistics and trends)
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 -7 57 £420 +20.00% 11
North Yorkshire +16 16 £363 -30.95%
South Yorkshire -13 10 £538 +22.85% 1
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in Yorkshire

For the 6 months to 23 August 2016, 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 86 (45.50%) Oracle
2 84 (44.44%) Data Warehouse
3 78 (41.27%) Finance
4 72 (38.10%) SQL
5 57 (30.16%) Business Intelligence
6 52 (27.51%) ETL
7 48 (25.40%) Data Architecture
8 46 (24.34%) Informatica
9 41 (21.69%) ERwin
10 40 (21.16%) Agile Software Development
10 40 (21.16%) Analytical Skills
11 37 (19.58%) Data Management
12 35 (18.52%) Hadoop
12 35 (18.52%) Dimensional Modelling
13 34 (17.99%) BusinessObjects
14 33 (17.46%) SAS
15 31 (16.40%) Enterprise Data Warehouse
15 31 (16.40%) Apache Hive
16 30 (15.87%) Data Quality
17 29 (15.34%) Unix
17 29 (15.34%) Data Analysis
18 28 (14.81%) SQL Server
18 28 (14.81%) HBase
19 27 (14.29%) Data Governance
19 27 (14.29%) MongoDB
19 27 (14.29%) Logical Data Model
20 26 (13.76%) Oracle ODI
21 25 (13.23%) Oracle Database
21 25 (13.23%) Open Source
21 25 (13.23%) Microsoft

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 33 (17.46%) SAS
2 6 (3.17%) SharePoint
3 5 (2.65%) Apache Pig
3 5 (2.65%) Apache Spark
4 4 (2.12%) BizTalk Server
5 2 (1.06%) Confluence
6 1 (0.53%) Oracle Workflow
Applications
1 6 (3.17%) MS Excel
2 2 (1.06%) MS Office
Business Applications
1 9 (4.76%) Dynamics CRM
2 6 (3.17%) SAP CRM
3 1 (0.53%) SAP IS-U
3 1 (0.53%) Siebel Analytics
3 1 (0.53%) Temenos T24
Cloud Services
1 3 (1.59%) Microsoft Azure
2 2 (1.06%) Amazon AWS
3 1 (0.53%) PaaS
Communications & Networking
1 5 (2.65%) LDAP
2 1 (0.53%) Internet
Database & Business Intelligence
1 84 (44.44%) Data Warehouse
2 35 (18.52%) Hadoop
3 34 (17.99%) BusinessObjects
4 31 (16.40%) Apache Hive
4 31 (16.40%) Enterprise Data Warehouse
5 28 (14.81%) HBase
5 28 (14.81%) SQL Server
6 27 (14.29%) MongoDB
7 26 (13.76%) Oracle ODI
8 25 (13.23%) Oracle Database
8 25 (13.23%) PostgreSQL
9 23 (12.17%) Pentaho
10 18 (9.52%) Star Schema
11 15 (7.94%) SQL Server Reporting Services
12 14 (7.41%) SQL Server Integration Services
13 13 (6.88%) Oracle Database 11g
14 12 (6.35%) Big Data
14 12 (6.35%) Data Mining
14 12 (6.35%) IBM InfoSphere
14 12 (6.35%) Oracle Database 12c
Development Applications
1 41 (21.69%) ERwin
2 11 (5.82%) Visual Studio
3 7 (3.70%) Oracle APEX
3 7 (3.70%) SQL Server Management Studio (SSMS)
4 2 (1.06%) JIRA
5 1 (0.53%) Git (software)
5 1 (0.53%) Subversion
5 1 (0.53%) Talend Open Studio
General
1 78 (41.27%) Finance
2 21 (11.11%) Banking
3 6 (3.17%) Retail
4 5 (2.65%) Retail Banking
5 3 (1.59%) Billing
5 3 (1.59%) Legal
6 1 (0.53%) Telecoms
Job Titles
1 53 (28.04%) Architect
2 51 (26.98%) Analyst
3 39 (20.63%) Developer
4 30 (15.87%) Data Architect
5 25 (13.23%) Enterprise Architect
6 20 (10.58%) Data Analyst
7 19 (10.05%) Tester
8 18 (9.52%) Data Modeller
8 18 (9.52%) Designer
9 17 (8.99%) ETL Tester
10 16 (8.47%) Business Analyst
10 16 (8.47%) Enterprise Data Architect
10 16 (8.47%) Oracle Developer
11 13 (6.88%) ETL Designer
11 13 (6.88%) ETL Developer
11 13 (6.88%) Oracle ETL Developer
11 13 (6.88%) Senior Analyst
12 10 (5.29%) Senior Architect
12 10 (5.29%) Systems Analyst
13 9 (4.76%) Data Warehouse Architect
Libraries, Frameworks & Software Standards
1 5 (2.65%) Web Services
2 4 (2.12%) Apache Tez
2 4 (2.12%) XML
3 3 (1.59%) HTML
3 3 (1.59%) REST
3 3 (1.59%) RESTful
3 3 (1.59%) SOAP
4 2 (1.06%) ADO
4 2 (1.06%) AngularJS
4 2 (1.06%) Backbone.js
4 2 (1.06%) CSS
4 2 (1.06%) CSS3
4 2 (1.06%) DAO
4 2 (1.06%) HTML5
4 2 (1.06%) Node.js
4 2 (1.06%) React
4 2 (1.06%) XML Messaging
5 1 (0.53%) Cascading
5 1 (0.53%) Protocol Buffers
5 1 (0.53%) Twitter Bootstrap
Miscellaneous
1 40 (21.16%) Analytical Skills
2 25 (13.23%) Data Integration
2 25 (13.23%) Visualisation
3 17 (8.99%) Data Structures
4 16 (8.47%) Management Information System
5 14 (7.41%) Algorithms
6 11 (5.82%) Computer Science
7 9 (4.76%) Social Network
8 6 (3.17%) Reference Data
9 5 (2.65%) Mainframe
10 3 (1.59%) iSeries
11 2 (1.06%) Credit Risk
11 2 (1.06%) Data Protection Act
11 2 (1.06%) Statistics
11 2 (1.06%) Taxonomies
12 1 (0.53%) Market Risk
12 1 (0.53%) Mathematics
12 1 (0.53%) Neural Network
12 1 (0.53%) Online Banking
12 1 (0.53%) Physics
Operating Systems
1 29 (15.34%) Unix
2 5 (2.65%) Linux
3 1 (0.53%) AIX
3 1 (0.53%) Windows
Processes & Methodologies
1 57 (30.16%) Business Intelligence
2 52 (27.51%) ETL
3 48 (25.40%) Data Architecture
4 40 (21.16%) Agile Software Development
5 37 (19.58%) Data Management
6 35 (18.52%) Dimensional Modelling
7 29 (15.34%) Data Analysis
8 27 (14.29%) Data Governance
8 27 (14.29%) Logical Data Model
9 25 (13.23%) Open Source
10 23 (12.17%) Data Visualisation
11 22 (11.64%) RAD
12 21 (11.11%) Information Management
13 19 (10.05%) Quality Management
14 18 (9.52%) Data Mapping
14 18 (9.52%) SFIA
15 17 (8.99%) CRM
15 17 (8.99%) Physical Data Model
15 17 (8.99%) Stakeholder Management
16 15 (7.94%) Data Transformation
Programming Languages
1 72 (38.10%) SQL
2 25 (13.23%) Shell Script
3 20 (10.58%) PL/SQL
4 11 (5.82%) Python
5 10 (5.29%) C++
5 10 (5.29%) JavaScript
6 7 (3.70%) C
7 5 (2.65%) Java
8 4 (2.12%) VBA
9 3 (1.59%) R
9 3 (1.59%) Scala
9 3 (1.59%) T-SQL
10 2 (1.06%) COBOL
11 1 (0.53%) MATLAB
11 1 (0.53%) Objective-C
11 1 (0.53%) PHP
11 1 (0.53%) Visual J++
Qualifications
1 11 (5.82%) Degree
2 8 (4.23%) ISEB
3 6 (3.17%) BPSS Clearance
3 6 (3.17%) Security Cleared
4 2 (1.06%) CCA
4 2 (1.06%) SAS Certification
4 2 (1.06%) SC Cleared
5 1 (0.53%) BC Cleared
5 1 (0.53%) MBA
5 1 (0.53%) PhD
Quality Assurance & Compliance
1 30 (15.87%) Data Quality
2 4 (2.12%) QA
3 3 (1.59%) Disclosure Scotland
4 1 (0.53%) ISO/IEC 27001
System Software
1 4 (2.12%) Active Directory
1 4 (2.12%) Apache Flume
Vendors
1 86 (45.50%) Oracle
2 46 (24.34%) Informatica
3 25 (13.23%) CA
3 25 (13.23%) Microsoft
4 23 (12.17%) Tableau
5 22 (11.64%) Netezza
6 12 (6.35%) IBM
7 8 (4.23%) SAP
8 2 (1.06%) Cloudera
8 2 (1.06%) Hortonworks
8 2 (1.06%) Platfora
9 1 (0.53%) Capita
9 1 (0.53%) Embarcadero
9 1 (0.53%) Hyperion
9 1 (0.53%) Misys
9 1 (0.53%) Siebel
9 1 (0.53%) SunGard
9 1 (0.53%) Sybase
9 1 (0.53%) Talend
9 1 (0.53%) Teradata