Period
to 20 July 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 20 July 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
20 Jul 2018
Same period 2017 Same period 2016
Rank 106 69 67
Rank change year-on-year -37 -2 -13
Contract jobs citing Data Modelling 109 132 188
As % of all contract IT jobs advertised in Yorkshire 2.17% 3.13% 3.26%
As % of the Processes & Methodologies category 2.50% 3.69% 3.81%
Number of daily rates quoted 65 91 140
Yorkshire median daily rate £425 £475 £470
Median daily rate % change year-on-year -10.53% +1.06% +18.54%
10th Percentile £313 £319 £313
90th Percentile £575 £613 £751
England median daily rate £500 £475 £463
% change year-on-year +5.26% +2.70% +2.78%
Number of hourly rates quoted 4 4 0
Yorkshire median hourly rate £18.77 £22.00 -
Median hourly rate % change year-on-year -14.68% - -
England median hourly rate £20.00 £24.49 £43.57
% change year-on-year -18.32% -43.80% -2.64%

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 4,368 3,574 4,940
As % of all contract IT jobs advertised in Yorkshire 86.94% 84.77% 85.64%
Number of daily rates quoted 2,924 2,325 3,349
Yorkshire median daily rate £404 £400 £400
Median daily rate % change year-on-year +0.94% - +14.29%
10th Percentile £276 £265 £280
90th Percentile £538 £550 £575
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +4.94%
Number of hourly rates quoted 127 91 109
Yorkshire median hourly rate £20.00 £13.50 £14.50
Median hourly rate % change year-on-year +48.15% -6.90% -5.35%
10th Percentile £11.17 £8.88 £10.20
90th Percentile £42.43 £35.00 £41.55
England median hourly rate £22.50 £24.50 £23.50
% change year-on-year -8.16% +4.26% +11.90%

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 20 July 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 20 July 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 -25 75 £431 +1.47% 19
South Yorkshire -15 26 £455 -9.00% 12
East Yorkshire +3 5 £375 +33.33% 1
North Yorkshire -3 2 £225 -43.75% 4
Data Modelling
England

For the 6 months to 20 July 2018, 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 Yorkshire region with a requirement for Data Modelling.

1 43 (39.45%) SQL
2 29 (26.61%) ETL
3 28 (25.69%) Java
4 25 (22.94%) Business Intelligence
5 24 (22.02%) Data Warehouse
5 24 (22.02%) Agile Software Development
6 23 (21.10%) Stakeholder Management
6 23 (21.10%) Analytical Skills
7 21 (19.27%) Oracle
7 21 (19.27%) Data Quality
8 19 (17.43%) Finance
8 19 (17.43%) Hadoop
9 18 (16.51%) SQL Server
10 16 (14.68%) Business Analysis
10 16 (14.68%) Continuous Integration
10 16 (14.68%) Big Data
11 15 (13.76%) Apache Hive
11 15 (13.76%) Microservices
11 15 (13.76%) DevOps
12 13 (11.93%) Ansible
12 13 (11.93%) Analytics
12 13 (11.93%) Security Cleared
12 13 (11.93%) Data Analysis
12 13 (11.93%) Migration
13 12 (11.01%) Banking
13 12 (11.01%) Python
13 12 (11.01%) Microsoft
13 12 (11.01%) Jenkins
13 12 (11.01%) Apache Spark
14 11 (10.09%) Coaching

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 12 (11.01%) Apache Spark
2 5 (4.59%) Confluence
2 5 (4.59%) SAS
3 4 (3.67%) Apache Pig
4 2 (1.83%) Anypoint
5 1 (0.92%) SharePoint
Applications
1 8 (7.34%) Microsoft Excel
2 6 (5.50%) Microsoft Office
3 3 (2.75%) Spreadsheet
4 2 (1.83%) MS Visio
5 1 (0.92%) Microsoft PowerPoint
Cloud Services
1 7 (6.42%) GitHub
1 7 (6.42%) Microsoft Azure
2 6 (5.50%) Amazon AWS
3 3 (2.75%) Google Analytics
4 2 (1.83%) PaaS
5 1 (0.92%) Office 365
5 1 (0.92%) SaaS
Communications & Networking
1 6 (5.50%) SMS
Database & Business Intelligence
1 24 (22.02%) Data Warehouse
2 19 (17.43%) Hadoop
3 18 (16.51%) SQL Server
4 16 (14.68%) Big Data
5 15 (13.76%) Apache Hive
6 10 (9.17%) HBase
6 10 (9.17%) Relational Database
7 9 (8.26%) NoSQL
8 8 (7.34%) SQL Server Integration Services
8 8 (7.34%) SQL Server Reporting Services
8 8 (7.34%) Sqoop
9 7 (6.42%) Impala
9 7 (6.42%) OLAP
10 6 (5.50%) QlikView
10 6 (5.50%) SQL Server Analysis Services
11 5 (4.59%) BusinessObjects
11 5 (4.59%) Data Mart
11 5 (4.59%) IBM InfoSphere
11 5 (4.59%) Power BI
11 5 (4.59%) RDBMS
Development Applications
1 12 (11.01%) Jenkins
2 7 (6.42%) ERwin
3 6 (5.50%) Git (software)
4 5 (4.59%) JIRA
5 4 (3.67%) PowerDesigner
6 3 (2.75%) Balsamiq Mockups
6 3 (2.75%) Toad
7 2 (1.83%) Team Foundation Server
General
1 19 (17.43%) Finance
2 12 (11.01%) Banking
3 4 (3.67%) Retail Banking
4 3 (2.75%) Private Banking
4 3 (2.75%) Retail
5 1 (0.92%) Financial Institution
5 1 (0.92%) Investment Banking
5 1 (0.92%) Publishing
Job Titles
1 35 (32.11%) Analyst
2 28 (25.69%) Architect
3 20 (18.35%) Business Analyst
3 20 (18.35%) Developer
4 13 (11.93%) Data Analyst
5 11 (10.09%) Data Architect
5 11 (10.09%) Data Engineer
6 8 (7.34%) Business Intelligence Developer
6 8 (7.34%) Solutions Architect
7 6 (5.50%) Applications Architect
7 6 (5.50%) ETL Developer
8 5 (4.59%) Business Intelligence Lead
9 4 (3.67%) Data Modeller
10 3 (2.75%) Agile Business Analyst
10 3 (2.75%) Data Business Analyst
10 3 (2.75%) Data Manager
10 3 (2.75%) Data Scientist
10 3 (2.75%) Lead Architect
10 3 (2.75%) Lead Data Architect
10 3 (2.75%) NHS Data Analyst
Libraries, Frameworks & Software Standards
1 7 (6.42%) Kafka
1 7 (6.42%) Spark Streaming
1 7 (6.42%) Web Services
2 6 (5.50%) .NET
2 6 (5.50%) Node.js
2 6 (5.50%) REST
2 6 (5.50%) SOAP
2 6 (5.50%) Spring
2 6 (5.50%) Spring Boot
3 2 (1.83%) XML
4 1 (0.92%) JSON
4 1 (0.92%) Middleware
4 1 (0.92%) Oracle Fusion
Miscellaneous
1 23 (21.10%) Analytical Skills
2 10 (9.17%) NHS
3 7 (6.42%) Management Information System
4 6 (5.50%) User Experience
5 5 (4.59%) Data Structures
6 4 (3.67%) Computer Science
6 4 (3.67%) Mobile App
7 3 (2.75%) Reference Data
8 2 (1.83%) DataPower
8 2 (1.83%) Enterprise Software
8 2 (1.83%) Mainframe
8 2 (1.83%) Virtual Team
9 1 (0.92%) BBC
9 1 (0.92%) Taxonomies
Operating Systems
1 6 (5.50%) Android
1 6 (5.50%) Apple iOS
2 5 (4.59%) Unix
3 1 (0.92%) Linux
Processes & Methodologies
1 29 (26.61%) ETL
2 25 (22.94%) Business Intelligence
3 24 (22.02%) Agile Software Development
4 23 (21.10%) Stakeholder Management
5 16 (14.68%) Business Analysis
5 16 (14.68%) Continuous Integration
6 15 (13.76%) DevOps
6 15 (13.76%) Microservices
7 13 (11.93%) Analytics
7 13 (11.93%) Data Analysis
7 13 (11.93%) Migration
8 11 (10.09%) Coaching
8 11 (10.09%) Data Integration
8 11 (10.09%) Data Management
8 11 (10.09%) Data Migration
8 11 (10.09%) Logical Data Model
8 11 (10.09%) Project Management
8 11 (10.09%) Visualisation
9 9 (8.26%) Data Architecture
9 9 (8.26%) Decision-Making
Programming Languages
1 43 (39.45%) SQL
2 28 (25.69%) Java
3 12 (11.01%) Python
4 11 (10.09%) Scala
5 10 (9.17%) PL/SQL
6 9 (8.26%) Shell Script
7 6 (5.50%) Java 8
7 6 (5.50%) PHP
8 4 (3.67%) C#
9 3 (2.75%) T-SQL
10 2 (1.83%) COBOL
11 1 (0.92%) Data Analysis Expressions (DAX)
11 1 (0.92%) MATLAB
11 1 (0.92%) R
11 1 (0.92%) VB
Qualifications
1 13 (11.93%) Security Cleared
2 11 (10.09%) SC Cleared
3 9 (8.26%) Degree
4 3 (2.75%) Sun Certification
4 3 (2.75%) TOGAF Certification
5 2 (1.83%) BPSS Clearance
6 1 (0.92%) Computer Science Degree
6 1 (0.92%) DBS Check
6 1 (0.92%) ISEB
Quality Assurance & Compliance
1 21 (19.27%) Data Quality
2 5 (4.59%) SLA
3 4 (3.67%) QA
4 1 (0.92%) GDPR
4 1 (0.92%) HL7
4 1 (0.92%) PMO
System Software
1 7 (6.42%) Apache Flume
2 5 (4.59%) Docker
Systems Management
1 13 (11.93%) Ansible
2 6 (5.50%) Puppet
3 5 (4.59%) Kubernetes
4 4 (3.67%) Ambari
5 2 (1.83%) CSIRT
6 1 (0.92%) Systems Management Server (SMS)
Vendors
1 21 (19.27%) Oracle
2 12 (11.01%) Microsoft
3 10 (9.17%) Informatica
3 10 (9.17%) SAP
4 7 (6.42%) Talend
5 6 (5.50%) Xamarin
6 5 (4.59%) Hortonworks
6 5 (4.59%) IBM
6 5 (4.59%) Tableau
7 4 (3.67%) Ab Initio
8 3 (2.75%) Cloudera
8 3 (2.75%) Cognos
8 3 (2.75%) Google
9 2 (1.83%) MuleSoft
10 1 (0.92%) Alteryx
10 1 (0.92%) CA