Period
to 19 January 2018

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 6 months to 19 January 2018 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
England > Yorkshire
6 months to
19 Jan 2018
Same period 2017 Same period 2016
Rank 59 78 63
Rank change year-on-year +19 -15 +17
Contract jobs citing Data Modelling 147 136 184
As % of all contract IT jobs advertised in Yorkshire 3.33% 2.77% 3.04%
As % of the Processes & Methodologies category 3.99% 3.33% 3.65%
Number of daily rates quoted 142 92 185
Yorkshire median daily rate £447 £445 £438
Median daily rate % change year-on-year +0.51% +1.71% -0.11%
10th Percentile £325 £319 £313
90th Percentile £600 £550 £600
England median daily rate £475 £475 £450
% change year-on-year - +5.56% -
Number of hourly rates quoted 3 0 0
Yorkshire median hourly rate £20.00 - -
England median hourly rate £35.55 £34.00 £50.00
% change year-on-year +4.57% -32.00% -27.01%

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Contract vacancies with a requirement for process or methodology skills 3,680 4,085 5,041
As % of all contract IT jobs advertised in Yorkshire 83.30% 83.20% 83.41%
Number of daily rates quoted 2,406 2,672 3,380
Yorkshire median daily rate £400 £400 £388
Median daily rate % change year-on-year - +3.23% +10.71%
10th Percentile £261 £258 £263
90th Percentile £548 £543 £550
England median daily rate £450 £432 £425
% change year-on-year +4.11% +1.71% +6.12%
Number of hourly rates quoted 103 133 176
Yorkshire median hourly rate £17.50 £14.87 £15.00
Median hourly rate % change year-on-year +17.73% -0.90% -
10th Percentile £10.50 £10.69 £9.99
90th Percentile £41.40 £33.50 £26.75
England median hourly rate £23.63 £25.00 £23.00
% change year-on-year -5.50% +8.70% +15.00%

Data Modelling
Job Vacancy Trend in Yorkshire

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Yorkshire.

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 6 months to 19 January 2018.

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 contractor hourly rates quoted in IT 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 6 months to 19 January 2018. 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
West Yorkshire +8 109 £425 -3.13% 23
South Yorkshire +28 37 £475 +5.56% 2
East Yorkshire -1 4 £260 - 2
Humberside -2 1 £545 +14.74%
Data Modelling
England

For the 6 months to 19 January 2018, 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 64 (43.54%) SQL
2 60 (40.82%) Business Intelligence
3 57 (38.78%) Agile Software Development
4 48 (32.65%) Data Integration
5 44 (29.93%) SQL Server
6 40 (27.21%) Data Warehouse
7 36 (24.49%) Finance
8 33 (22.45%) SQL Server Integration Services
9 31 (21.09%) Data Architecture
10 30 (20.41%) Tableau
11 27 (18.37%) Microsoft
11 27 (18.37%) T-SQL
12 26 (17.69%) Data Quality
13 23 (15.65%) Java
13 23 (15.65%) ETL
14 22 (14.97%) Data Management
15 19 (12.93%) Analytical Skills
16 16 (10.88%) Migration
16 16 (10.88%) Stakeholder Management
16 16 (10.88%) Management Information System
17 15 (10.20%) SQL Server Reporting Services
17 15 (10.20%) Business Analysis
18 14 (9.52%) Data Analysis
18 14 (9.52%) Stakeholder Engagement
18 14 (9.52%) Banking
18 14 (9.52%) Analytics
19 13 (8.84%) Jenkins
19 13 (8.84%) Power BI
19 13 (8.84%) Data Strategy
19 13 (8.84%) Oracle

Data Modelling
Co-occurring 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 9 (6.12%) SAS
2 4 (2.72%) WebSphere
2 4 (2.72%) WebSphere Application Server
2 4 (2.72%) WebSphere Portal
3 3 (2.04%) Apache Spark
3 3 (2.04%) Confluence
3 3 (2.04%) Oracle SOA Suite
4 2 (1.36%) CMS
5 1 (0.68%) Adobe Experience Manager
5 1 (0.68%) Apache
5 1 (0.68%) Apache Pig
5 1 (0.68%) Sitecore CMS
Applications
1 5 (3.40%) MS Visio
2 4 (2.72%) Microsoft Excel
3 3 (2.04%) Microsoft Office
4 2 (1.36%) Spreadsheet
5 1 (0.68%) Microsoft Project
Business Applications
1 3 (2.04%) Dynamics CRM
1 3 (2.04%) Salesforce.com CRM
2 2 (1.36%) Dynamics AX
3 1 (0.68%) SAP BPC
3 1 (0.68%) SAP ERP
Cloud Services
1 10 (6.80%) Microsoft Azure
2 7 (4.76%) Amazon AWS
3 3 (2.04%) Dynamics 365
3 3 (2.04%) Office 365
4 2 (1.36%) Google Cloud Platform
5 1 (0.68%) Azure Data Factory
5 1 (0.68%) Data Lake Analytics
5 1 (0.68%) Google Analytics
5 1 (0.68%) SuccessFactors
Communications & Networking
1 2 (1.36%) SMS
Database & Business Intelligence
1 44 (29.93%) SQL Server
2 40 (27.21%) Data Warehouse
3 33 (22.45%) SQL Server Integration Services
4 15 (10.20%) SQL Server Reporting Services
5 13 (8.84%) Power BI
6 12 (8.16%) Big Data
6 12 (8.16%) SQL Server Analysis Services
7 10 (6.80%) Relational Database
8 9 (6.12%) Apache Hive
8 9 (6.12%) MongoDB
8 9 (6.12%) NoSQL
9 8 (5.44%) Hadoop
10 7 (4.76%) BusinessObjects
10 7 (4.76%) Data Lake
11 5 (3.40%) HBase
11 5 (3.40%) MySQL
11 5 (3.40%) PostgreSQL
11 5 (3.40%) SQL Server 2014
12 4 (2.72%) Enterprise Data Warehouse
12 4 (2.72%) OLAP
Development Applications
1 13 (8.84%) Jenkins
2 9 (6.12%) Git (software)
3 5 (3.40%) ERwin
4 4 (2.72%) Ant
4 4 (2.72%) Gradle
4 4 (2.72%) JIRA
4 4 (2.72%) Karma Test Runner
4 4 (2.72%) Maven
4 4 (2.72%) Rational Application Developer
4 4 (2.72%) Selenium
4 4 (2.72%) Subversion
4 4 (2.72%) WebDriver
5 2 (1.36%) Team Foundation Server
6 1 (0.68%) SQL Server Management Studio (SSMS)
General
1 36 (24.49%) Finance
2 14 (9.52%) Banking
3 3 (2.04%) Retail Banking
4 2 (1.36%) Games
5 1 (0.68%) General Ledger
5 1 (0.68%) iGaming
5 1 (0.68%) Legal
5 1 (0.68%) Marketing
5 1 (0.68%) Private Banking
5 1 (0.68%) Publishing
5 1 (0.68%) Retail
Job Titles
1 48 (32.65%) Developer
2 45 (30.61%) Architect
3 31 (21.09%) Analyst
4 25 (17.01%) Data Architect
5 23 (15.65%) SQL Developer
6 19 (12.93%) SSIS Developer
7 17 (11.56%) Business Analyst
7 17 (11.56%) T-SQL Developer
8 9 (6.12%) Data Analyst
9 8 (5.44%) Business Intelligence Developer
9 8 (5.44%) Data Engineer
9 8 (5.44%) Technical Architect
10 7 (4.76%) Consultant
10 7 (4.76%) Senior Data Engineer
11 6 (4.08%) Power BI Developer
12 5 (3.40%) Business Intelligence Architect
12 5 (3.40%) Data Warehouse Analyst
12 5 (3.40%) Data Warehouse Architect
13 4 (2.72%) ETL Developer
13 4 (2.72%) WebSphere Developer
Libraries, Frameworks & Software Standards
1 10 (6.80%) Web Services
2 8 (5.44%) AngularJS
2 8 (5.44%) J2EE
2 8 (5.44%) jQuery
2 8 (5.44%) Twitter Bootstrap
3 5 (3.40%) .NET
3 5 (3.40%) Node.js
3 5 (3.40%) RESTful
3 5 (3.40%) XML
4 4 (2.72%) Angular 2
4 4 (2.72%) CSS
4 4 (2.72%) CSS3
4 4 (2.72%) Dojo
4 4 (2.72%) HTML
4 4 (2.72%) HTML5
4 4 (2.72%) JSP
4 4 (2.72%) KnockoutJS
4 4 (2.72%) React
5 3 (2.04%) REST
5 3 (2.04%) SOAP
Miscellaneous
1 19 (12.93%) Analytical Skills
2 16 (10.88%) Management Information System
3 12 (8.16%) Reference Data
4 6 (4.08%) Enterprise Software
5 4 (2.72%) iPad
5 4 (2.72%) NHS
5 4 (2.72%) User Experience
6 3 (2.04%) Greenfield Project
6 3 (2.04%) Robotics
7 2 (1.36%) Data Structures
7 2 (1.36%) Virtual Team
8 1 (0.68%) Computer Science
8 1 (0.68%) Video\Live Streaming
Operating Systems
1 13 (8.84%) Unix
2 5 (3.40%) Android
2 5 (3.40%) Apple iOS
Processes & Methodologies
1 60 (40.82%) Business Intelligence
2 57 (38.78%) Agile Software Development
3 48 (32.65%) Data Integration
4 31 (21.09%) Data Architecture
5 23 (15.65%) ETL
6 22 (14.97%) Data Management
7 16 (10.88%) Migration
7 16 (10.88%) Stakeholder Management
8 15 (10.20%) Business Analysis
9 14 (9.52%) Analytics
9 14 (9.52%) Data Analysis
9 14 (9.52%) Stakeholder Engagement
10 13 (8.84%) Data Strategy
11 12 (8.16%) Change Management
11 12 (8.16%) Logical Data Model
11 12 (8.16%) Project Management
11 12 (8.16%) TOGAF
11 12 (8.16%) User Acceptance Testing
12 11 (7.48%) Enterprise Architecture
13 10 (6.80%) Microservices
Programming Languages
1 64 (43.54%) SQL
2 27 (18.37%) T-SQL
3 23 (15.65%) Java
4 10 (6.80%) Shell Script
5 8 (5.44%) JavaScript
5 8 (5.44%) PHP
6 6 (4.08%) PL/SQL
7 5 (3.40%) Data Analysis Expressions (DAX)
8 3 (2.04%) C++
9 2 (1.36%) Python
9 2 (1.36%) Scala
10 1 (0.68%) C
10 1 (0.68%) R
10 1 (0.68%) X++
Qualifications
1 6 (4.08%) Degree
1 6 (4.08%) Security Cleared
2 5 (3.40%) CISM
2 5 (3.40%) CISSP
2 5 (3.40%) CRISC
3 4 (2.72%) BPSS Clearance
3 4 (2.72%) ISEB
4 3 (2.04%) CEH
5 2 (1.36%) MCSD
5 2 (1.36%) Microsoft Certification
5 2 (1.36%) SC Cleared
Quality Assurance & Compliance
1 26 (17.69%) Data Quality
2 13 (8.84%) QA
3 8 (5.44%) GDPR
4 5 (3.40%) SLA
5 3 (2.04%) Disclosure Scotland
5 3 (2.04%) HL7
6 1 (0.68%) GAAP
6 1 (0.68%) IFRS
6 1 (0.68%) Sarbanes-Oxley
System Software
1 1 (0.68%) Apache Flume
Systems Management
1 1 (0.68%) Ambari
Vendors
1 30 (20.41%) Tableau
2 27 (18.37%) Microsoft
3 13 (8.84%) Oracle
4 11 (7.48%) Informatica
5 9 (6.12%) IBM
6 8 (5.44%) Symantec
7 5 (3.40%) CA
7 5 (3.40%) SAP
7 5 (3.40%) Xamarin
8 4 (2.72%) Salesforce.com
9 3 (2.04%) Google
10 1 (0.68%) Cloudera
10 1 (0.68%) Hortonworks
10 1 (0.68%) Logi
10 1 (0.68%) Logi Analytics
10 1 (0.68%) MicroStrategy
10 1 (0.68%) MuleSoft
10 1 (0.68%) Nuxeo
10 1 (0.68%) Sitecore
10 1 (0.68%) Veritas