Period
to 25 April 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 25 April 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
25 Apr 2018
Same period 2017 Same period 2016
Rank 101 100 61
Rank change year-on-year -1 -39 +4
Contract jobs citing Data Modelling 111 87 185
As % of all contract IT jobs advertised in Yorkshire 2.29% 2.03% 3.20%
As % of the Processes & Methodologies category 2.66% 2.40% 3.83%
Number of daily rates quoted 77 61 148
Yorkshire median daily rate £455 £450 £470
Median daily rate % change year-on-year +1.11% -4.26% +7.31%
10th Percentile £320 £313 £312
90th Percentile £580 £550 £763
England median daily rate £500 £475 £460
% change year-on-year +5.26% +3.26% +2.22%
Number of hourly rates quoted 3 3 0
Yorkshire median hourly rate £17.54 £18.00 -
Median hourly rate % change year-on-year -2.56% - -
England median hourly rate £17.54 £34.00 £46.88
% change year-on-year -48.43% -27.47% +17.19%

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 4,172 3,618 4,836
As % of all contract IT jobs advertised in Yorkshire 86.04% 84.38% 83.74%
Number of daily rates quoted 2,726 2,349 3,247
Yorkshire median daily rate £400 £400 £400
10th Percentile £268 £263 £270
90th Percentile £538 £557 £575
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +4.29%
Number of hourly rates quoted 136 87 142
Yorkshire median hourly rate £20.56 £13.50 £15.38
Median hourly rate % change year-on-year +52.26% -12.22% -6.79%
10th Percentile £10.50 £8.85 £10.20
90th Percentile £43.38 £35.94 £38.75
England median hourly rate £22.50 £25.50 £23.50
% change year-on-year -11.76% +8.51% +12.28%

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 25 April 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 25 April 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 +6 85 £418 -1.76% 15
South Yorkshire -1 26 £465 -6.53% 4
North Yorkshire 0 2 £225 -57.14% 3
East Yorkshire -8 1 £375 +134.38% 1
Data Modelling
England

For the 6 months to 25 April 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 46 (41.44%) SQL
2 32 (28.83%) Agile Software Development
3 31 (27.93%) Java
4 29 (26.13%) ETL
4 29 (26.13%) Business Intelligence
5 28 (25.23%) Finance
6 26 (23.42%) Analytical Skills
7 23 (20.72%) Data Warehouse
8 20 (18.02%) Microsoft
9 18 (16.22%) Stakeholder Management
9 18 (16.22%) Hadoop
9 18 (16.22%) Data Quality
10 17 (15.32%) Oracle
10 17 (15.32%) DevOps
11 16 (14.41%) Big Data
11 16 (14.41%) SQL Server
11 16 (14.41%) Apache Hive
11 16 (14.41%) Microsoft Azure
11 16 (14.41%) Data Integration
12 15 (13.51%) Microservices
13 14 (12.61%) Banking
13 14 (12.61%) Security Cleared
13 14 (12.61%) Visualisation
13 14 (12.61%) Data Analysis
14 13 (11.71%) Data Management
14 13 (11.71%) Management Information System
14 13 (11.71%) Jenkins
15 12 (10.81%) Apache Spark
15 12 (10.81%) Power BI
15 12 (10.81%) Business Analysis

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 (10.81%) Apache Spark
2 9 (8.11%) SAS
3 7 (6.31%) Confluence
4 4 (3.60%) Apache Pig
5 1 (0.90%) Anypoint
5 1 (0.90%) Oracle SOA Suite
5 1 (0.90%) WebSphere
5 1 (0.90%) WebSphere Application Server
5 1 (0.90%) WebSphere Portal
Applications
1 7 (6.31%) Microsoft Office
2 5 (4.50%) Microsoft Excel
2 5 (4.50%) MS Visio
3 2 (1.80%) Spreadsheet
4 1 (0.90%) Microsoft Project
Business Applications
1 1 (0.90%) Dynamics AX
1 1 (0.90%) Dynamics CRM
1 1 (0.90%) Salesforce.com CRM
1 1 (0.90%) SAP BPC
Cloud Services
1 16 (14.41%) Microsoft Azure
2 10 (9.01%) Amazon AWS
3 7 (6.31%) GitHub
4 4 (3.60%) Google Analytics
4 4 (3.60%) Office 365
5 1 (0.90%) Azure Data Factory
5 1 (0.90%) Data Lake Analytics
5 1 (0.90%) Dynamics 365
5 1 (0.90%) PaaS
5 1 (0.90%) SaaS
5 1 (0.90%) SuccessFactors
Communications & Networking
1 3 (2.70%) SMS
Database & Business Intelligence
1 23 (20.72%) Data Warehouse
2 18 (16.22%) Hadoop
3 16 (14.41%) Apache Hive
3 16 (14.41%) Big Data
3 16 (14.41%) SQL Server
4 12 (10.81%) Power BI
5 10 (9.01%) HBase
6 9 (8.11%) BusinessObjects
6 9 (8.11%) SQL Server Integration Services
6 9 (8.11%) SQL Server Reporting Services
7 8 (7.21%) NoSQL
7 8 (7.21%) Sqoop
8 7 (6.31%) Impala
8 7 (6.31%) QlikView
9 6 (5.41%) IBM InfoSphere
9 6 (5.41%) OLAP
9 6 (5.41%) Relational Database
10 5 (4.50%) SQL Server Analysis Services
11 4 (3.60%) Data Mart
11 4 (3.60%) DataStage
Development Applications
1 13 (11.71%) Jenkins
2 11 (9.91%) Git (software)
3 9 (8.11%) ERwin
4 8 (7.21%) JIRA
5 4 (3.60%) PowerDesigner
5 4 (3.60%) Team Foundation Server
6 3 (2.70%) Balsamiq Mockups
7 1 (0.90%) Ant
7 1 (0.90%) Gradle
7 1 (0.90%) Maven
7 1 (0.90%) Rational Application Developer
7 1 (0.90%) Rational Team Concert
7 1 (0.90%) SQL Server Management Studio (SSMS)
7 1 (0.90%) Subversion
General
1 28 (25.23%) Finance
2 14 (12.61%) Banking
3 5 (4.50%) Retail Banking
4 4 (3.60%) Private Banking
5 1 (0.90%) Financial Institution
5 1 (0.90%) General Ledger
5 1 (0.90%) Investment Banking
5 1 (0.90%) Legal
5 1 (0.90%) Marketing
5 1 (0.90%) Publishing
5 1 (0.90%) Retail
Job Titles
1 31 (27.93%) Architect
2 28 (25.23%) Analyst
3 26 (23.42%) Developer
4 16 (14.41%) Business Analyst
5 15 (13.51%) Data Architect
6 10 (9.01%) Data Analyst
6 10 (9.01%) Data Engineer
7 9 (8.11%) Applications Architect
8 8 (7.21%) ETL Developer
9 7 (6.31%) SQL Developer
10 5 (4.50%) Consultant
10 5 (4.50%) Data Modeller
10 5 (4.50%) SSIS Developer
10 5 (4.50%) T-SQL Developer
11 4 (3.60%) Business Intelligence Developer
11 4 (3.60%) Lead Architect
11 4 (3.60%) Lead Data Architect
11 4 (3.60%) Microsoft Developer
11 4 (3.60%) Power BI Developer
11 4 (3.60%) Solutions Architect
Libraries, Frameworks & Software Standards
1 10 (9.01%) .NET
1 10 (9.01%) Node.js
2 7 (6.31%) Kafka
2 7 (6.31%) Spark Streaming
3 5 (4.50%) Web Services
4 4 (3.60%) XML
5 3 (2.70%) REST
5 3 (2.70%) SOAP
6 2 (1.80%) Spring
6 2 (1.80%) Spring Boot
7 1 (0.90%) AngularJS
7 1 (0.90%) Dojo
7 1 (0.90%) J2EE
7 1 (0.90%) jQuery
7 1 (0.90%) JSON
7 1 (0.90%) Middleware
7 1 (0.90%) ODBC
7 1 (0.90%) Oracle Fusion
7 1 (0.90%) RESTful
7 1 (0.90%) Twitter Bootstrap
Miscellaneous
1 26 (23.42%) Analytical Skills
2 13 (11.71%) Management Information System
3 7 (6.31%) NHS
3 7 (6.31%) User Experience
4 4 (3.60%) Computer Science
4 4 (3.60%) Enterprise Software
5 3 (2.70%) Data Structures
5 3 (2.70%) Virtual Team
6 2 (1.80%) Mainframe
6 2 (1.80%) Mobile App
7 1 (0.90%) DataPower
7 1 (0.90%) iPad
7 1 (0.90%) Reference Data
7 1 (0.90%) Robotics
Operating Systems
1 10 (9.01%) Android
1 10 (9.01%) Apple iOS
2 8 (7.21%) Unix
3 1 (0.90%) Linux
Processes & Methodologies
1 32 (28.83%) Agile Software Development
2 29 (26.13%) Business Intelligence
2 29 (26.13%) ETL
3 18 (16.22%) Stakeholder Management
4 17 (15.32%) DevOps
5 16 (14.41%) Data Integration
6 15 (13.51%) Microservices
7 14 (12.61%) Data Analysis
7 14 (12.61%) Visualisation
8 13 (11.71%) Data Management
9 12 (10.81%) Business Analysis
9 12 (10.81%) Continuous Integration
10 11 (9.91%) Analytics
10 11 (9.91%) Data Architecture
10 11 (9.91%) Logical Data Model
10 11 (9.91%) Migration
10 11 (9.91%) Open Source
11 9 (8.11%) Co-Creation
11 9 (8.11%) Data Governance
11 9 (8.11%) Software Delivery
Programming Languages
1 46 (41.44%) SQL
2 31 (27.93%) Java
3 11 (9.91%) Scala
4 10 (9.01%) PHP
4 10 (9.01%) Python
4 10 (9.01%) Shell Script
5 6 (5.41%) T-SQL
6 4 (3.60%) Data Analysis Expressions (DAX)
6 4 (3.60%) PL/SQL
7 3 (2.70%) C#
8 2 (1.80%) COBOL
8 2 (1.80%) Java 8
9 1 (0.90%) C
9 1 (0.90%) JavaScript
9 1 (0.90%) R
9 1 (0.90%) X++
Qualifications
1 14 (12.61%) Security Cleared
2 11 (9.91%) SC Cleared
3 7 (6.31%) Degree
4 2 (1.80%) BPSS Clearance
4 2 (1.80%) TOGAF Certification
5 1 (0.90%) ISEB
5 1 (0.90%) MCSD
5 1 (0.90%) Microsoft Certification
5 1 (0.90%) Sun Certification
Quality Assurance & Compliance
1 18 (16.22%) Data Quality
2 9 (8.11%) SLA
3 5 (4.50%) QA
4 3 (2.70%) GDPR
5 1 (0.90%) Disclosure Scotland
5 1 (0.90%) GAAP
5 1 (0.90%) IFRS
5 1 (0.90%) PMO
5 1 (0.90%) Sarbanes-Oxley
System Software
1 7 (6.31%) Apache Flume
2 2 (1.80%) Docker
Systems Management
1 9 (8.11%) Ansible
2 4 (3.60%) Ambari
3 2 (1.80%) CSIRT
3 2 (1.80%) Kubernetes
3 2 (1.80%) Puppet
4 1 (0.90%) Systems Management Server (SMS)
Vendors
1 20 (18.02%) Microsoft
2 17 (15.32%) Oracle
3 11 (9.91%) Informatica
3 11 (9.91%) Tableau
4 10 (9.01%) Xamarin
5 9 (8.11%) IBM
6 7 (6.31%) Talend
7 6 (5.41%) SAP
8 4 (3.60%) Ab Initio
8 4 (3.60%) Google
8 4 (3.60%) Hortonworks
9 3 (2.70%) CA
9 3 (2.70%) Cognos
10 2 (1.80%) Cloudera
11 1 (0.90%) Logi
11 1 (0.90%) Logi Analytics
11 1 (0.90%) MuleSoft
11 1 (0.90%) Salesforce.com