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 3 May 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
3 May 2016
Same period 2015 Same period 2014
Data Modeling
Rank 51 46 56
Rank change year-on-year
-5 +10
Contract jobs citing Data Modelling 105 111 82
As % of all contract IT jobs located in Yorkshire 3.63% 3.80% 3.22%
As % of the Processes & Methodologies category 4.44% 4.59% 4.24%
Number of daily rates quoted 80 95 49
Median daily rate £475 £375 £356
Median daily rate % change year-on-year
+26.66% +5.26%
90% offered a daily rate of more than £335 £289 £274
10% offered a daily rate of more than £750 £520 £452
UK excluding London median daily rate £450 £425 £413
% change year-on-year
+5.88% +3.03%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £49.82 £31.25 £17.50
% change year-on-year
+59.42% +78.57%
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
2367 2419 1936
As % of all contract IT jobs located in Yorkshire 81.93% 82.79% 76.07%
Number of daily rates quoted 1659 1583 1269
Median daily rate £425 £370 £338
Median daily rate % change year-on-year
+14.86% +9.62%
90% offered a daily rate of more than £308 £255 £225
10% offered a daily rate of more than £575 £475 £450
UK excluding London median daily rate £400 £388 £375
% change year-on-year
+3.22% +3.33%
Number of hourly rates quoted 51 60 48
Median hourly rate £14.50 £17.50 £25.00
Median hourly rate % change year-on-year
-17.14% -30.00%
90% offered a hourly rate of more than £10.00 £9.15 £10.00
10% offered a hourly rate of more than £37.50 £35.00 £45.00
UK excluding London median hourly rate £36.00 £31.00 £31.50
% change year-on-year
+16.12% -1.58%

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 3 May 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 3 May 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 -9 49 £445 +20.27% 13
South Yorkshire +18 48 £563 +32.35% 1
North Yorkshire +2 1 £325 -27.77% 1
Humberside 0 1 - -
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in Yorkshire

For the 6 months to 3 May 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 93 (47.94%) SQL
2 78 (40.21%) Business Intelligence
2 78 (40.21%) Finance
3 67 (34.54%) Oracle
4 62 (31.96%) Data Warehouse
5 53 (27.32%) Data Architecture
5 53 (27.32%) Analytical Skills
6 51 (26.29%) Data Management
7 48 (24.74%) ERwin
8 42 (21.65%) Informatica
8 42 (21.65%) Data Quality
9 41 (21.13%) Logical Data Model
9 41 (21.13%) Physical Data Model
10 39 (20.10%) Data Analysis
11 37 (19.07%) Microsoft
12 36 (18.56%) SAS
12 36 (18.56%) SQL Server
13 35 (18.04%) Unix
13 35 (18.04%) BusinessObjects
13 35 (18.04%) Agile Software Development
13 35 (18.04%) Apache Hive
14 34 (17.53%) ETL
15 33 (17.01%) Data Visualisation
15 33 (17.01%) Hadoop
15 33 (17.01%) Visualisation
15 33 (17.01%) Enterprise Data Warehouse
16 32 (16.49%) Open Source
17 30 (15.46%) Shell Script
18 29 (14.95%) MongoDB
18 29 (14.95%) HBase

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 36 (18.56%) SAS
2 4 (2.06%) Apache Pig
2 4 (2.06%) Apache Spark
2 4 (2.06%) BizTalk Server
3 3 (1.55%) Confluence
4 1 (0.52%) Oracle Workflow
Applications
1 20 (10.31%) MS Excel
2 14 (7.22%) MS Visio
3 6 (3.09%) MS PowerPoint
4 4 (2.06%) MS Office
5 1 (0.52%) Spreadsheet
5 1 (0.52%) SPSS
Business Applications
1 6 (3.09%) Dynamics CRM
2 1 (0.52%) SAP IS-U
2 1 (0.52%) Siebel Analytics
Cloud Services
1 1 (0.52%) Microsoft Azure
Communications & Networking
1 2 (1.03%) Internet
2 1 (0.52%) LDAP
Database & Business Intelligence
1 62 (31.96%) Data Warehouse
2 36 (18.56%) SQL Server
3 35 (18.04%) Apache Hive
3 35 (18.04%) BusinessObjects
4 33 (17.01%) Enterprise Data Warehouse
4 33 (17.01%) Hadoop
5 29 (14.95%) HBase
5 29 (14.95%) MongoDB
6 28 (14.43%) PostgreSQL
7 25 (12.89%) Pentaho
8 18 (9.28%) Data Mining
9 16 (8.25%) Big Data
10 15 (7.73%) Oracle Database
11 14 (7.22%) SQL Server Integration Services
12 13 (6.70%) SQL Server Reporting Services
13 12 (6.19%) IBM InfoSphere
13 12 (6.19%) Oracle Database 11g
14 8 (4.12%) SQL Server Analysis Services
15 7 (3.61%) MS Access
15 7 (3.61%) Star Schema
Development Applications
1 48 (24.74%) ERwin
2 3 (1.55%) JIRA
2 3 (1.55%) Oracle APEX
3 2 (1.03%) SQL Server Management Studio (SSMS)
3 2 (1.03%) Visual Studio
4 1 (0.52%) Git (software)
4 1 (0.52%) Subversion
4 1 (0.52%) Talend Open Studio
General
1 78 (40.21%) Finance
2 23 (11.86%) Banking
3 10 (5.15%) Retail
4 5 (2.58%) Legal
5 3 (1.55%) Billing
6 2 (1.03%) Telecoms
7 1 (0.52%) Back Office
7 1 (0.52%) Retail Banking
Job Titles
1 69 (35.57%) Analyst
2 60 (30.93%) Architect
3 35 (18.04%) Business Analyst
4 33 (17.01%) Data Architect
5 27 (13.92%) Data Modeller
6 24 (12.37%) Data Analyst
6 24 (12.37%) Enterprise Architect
7 23 (11.86%) Developer
8 14 (7.22%) Enterprise Data Architect
9 12 (6.19%) Business Intelligence Analyst
10 11 (5.67%) Senior Analyst
11 10 (5.15%) Senior Architect
12 9 (4.64%) Business Intelligence Business Analyst
12 9 (4.64%) Digital Analyst
12 9 (4.64%) Digital Business Analyst
12 9 (4.64%) Senior Enterprise Architect
12 9 (4.64%) Tester
13 8 (4.12%) Business Intelligence Developer
13 8 (4.12%) Data Warehouse Architect
13 8 (4.12%) ETL Tester
Libraries, Frameworks & Software Standards
1 12 (6.19%) Web Services
2 6 (3.09%) .NET
3 3 (1.55%) AngularJS
3 3 (1.55%) Backbone.js
3 3 (1.55%) CSS
3 3 (1.55%) CSS3
3 3 (1.55%) HTML
3 3 (1.55%) HTML5
3 3 (1.55%) Middleware
3 3 (1.55%) React
3 3 (1.55%) REST
3 3 (1.55%) RESTful
3 3 (1.55%) SOAP
3 3 (1.55%) XML
4 2 (1.03%) ADO
4 2 (1.03%) Ember.js
4 2 (1.03%) Laravel
4 2 (1.03%) MDX
4 2 (1.03%) Twitter Bootstrap
4 2 (1.03%) XML Messaging
Miscellaneous
1 53 (27.32%) Analytical Skills
2 33 (17.01%) Visualisation
3 27 (13.92%) Management Information System
4 18 (9.28%) Data Structures
5 16 (8.25%) Data Integration
6 10 (5.15%) Algorithms
7 7 (3.61%) Reference Data
8 6 (3.09%) Computer Science
9 5 (2.58%) Taxonomies
10 4 (2.06%) Data Protection Act
10 4 (2.06%) iSeries
10 4 (2.06%) Replication
11 3 (1.55%) Statistics
12 2 (1.03%) Credit Risk
12 2 (1.03%) Data Extraction
12 2 (1.03%) NHS
12 2 (1.03%) User Experience
13 1 (0.52%) Informatics
13 1 (0.52%) Market Risk
13 1 (0.52%) Mathematics
Operating Systems
1 35 (18.04%) Unix
2 2 (1.03%) Linux
3 1 (0.52%) AIX
3 1 (0.52%) Red Hat Enterprise Linux
3 1 (0.52%) Windows
Processes & Methodologies
1 78 (40.21%) Business Intelligence
2 53 (27.32%) Data Architecture
3 51 (26.29%) Data Management
4 41 (21.13%) Logical Data Model
4 41 (21.13%) Physical Data Model
5 39 (20.10%) Data Analysis
6 35 (18.04%) Agile Software Development
7 34 (17.53%) ETL
8 33 (17.01%) Data Visualisation
9 32 (16.49%) Open Source
10 22 (11.34%) Information Management
11 20 (10.31%) Migration
12 19 (9.79%) Analytics
12 19 (9.79%) Data Governance
12 19 (9.79%) Data Mapping
13 18 (9.28%) Stakeholder Management
14 17 (8.76%) Business Analysis
15 16 (8.25%) Quality Management
16 14 (7.22%) Data Transformation
16 14 (7.22%) Validation
Programming Languages
1 93 (47.94%) SQL
2 30 (15.46%) Shell Script
3 15 (7.73%) PL/SQL
4 14 (7.22%) JavaScript
5 13 (6.70%) C++
6 11 (5.67%) Python
7 9 (4.64%) T-SQL
8 7 (3.61%) VBA
9 3 (1.55%) Java
10 2 (1.03%) PHP
11 1 (0.52%) C
11 1 (0.52%) Objective-C
Qualifications
1 15 (7.73%) Degree
2 6 (3.09%) BPSS Clearance
2 6 (3.09%) ISEB
3 5 (2.58%) Security Cleared
4 4 (2.06%) CCA
5 3 (1.55%) MBA
5 3 (1.55%) PRINCE2 Practitioner
6 1 (0.52%) BC Cleared
6 1 (0.52%) MCITP
6 1 (0.52%) Microsoft Certification
6 1 (0.52%) Postgraduate
6 1 (0.52%) SAS Certification
Quality Assurance & Compliance
1 42 (21.65%) Data Quality
2 9 (4.64%) QA
3 7 (3.61%) Disclosure Scotland
4 2 (1.03%) FATCA
5 1 (0.52%) ISO/IEC 27001
System Software
1 4 (2.06%) Apache Flume
2 2 (1.03%) HDFS
Systems Management
1 4 (2.06%) Oracle EDQ
2 3 (1.55%) Control-M
Vendors
1 67 (34.54%) Oracle
2 42 (21.65%) Informatica
3 37 (19.07%) Microsoft
4 28 (14.43%) CA
5 25 (12.89%) Tableau
6 13 (6.70%) IBM
7 5 (2.58%) Ab Initio
7 5 (2.58%) Cognos
8 4 (2.06%) DataFlux
8 4 (2.06%) Hortonworks
8 4 (2.06%) Trillium
9 3 (1.55%) BMC
10 2 (1.03%) Pega
10 2 (1.03%) SAP
10 2 (1.03%) Siebel
11 1 (0.52%) Adobe
11 1 (0.52%) Platfora
11 1 (0.52%) Red Hat
11 1 (0.52%) Talend
11 1 (0.52%) Teradata
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