Period
to 21 November 2017

The following table provides summary statistics for contract job vacancies advertised in the Midlands 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 21 November 2017 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 > Midlands
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 103 64 47
Rank change year-on-year -39 -17 +47
Contract jobs citing Data Modelling 155 301 284
As % of all contract IT jobs advertised in the Midlands 1.88% 3.09% 3.38%
As % of the Processes & Methodologies category 2.27% 3.75% 4.28%
Number of daily rates quoted 105 182 164
Midlands median daily rate £450 £400 £411
Median daily rate % change year-on-year +12.50% -2.74% +2.81%
10th Percentile £313 £300 £291
90th Percentile £580 £585 £582
England median daily rate £495 £475 £450
% change year-on-year +4.21% +5.56% -
Number of hourly rates quoted 0 0 0
Midlands median hourly rate - - -
England median hourly rate £43.11 £42.50 £45.00
% change year-on-year +1.42% -5.56% +108.14%

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 the Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
Midlands
Contract vacancies with a requirement for process or methodology skills 6831 8035 6631
As % of all contract IT jobs advertised in the Midlands 83.07% 82.60% 79.00%
Number of daily rates quoted 4350 4909 3919
Midlands median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +2.74%
10th Percentile £250 £250 £232
90th Percentile £550 £575 £538
England median daily rate £450 £425 £423
% change year-on-year +5.88% +0.47% +5.75%
Number of hourly rates quoted 242 205 260
Midlands median hourly rate £21.37 £16.50 £18.52
Median hourly rate % change year-on-year +29.52% -10.91% +2.89%
10th Percentile £10.63 £10.50 £11.00
90th Percentile £48.75 £39.80 £42.67
England median hourly rate £23.75 £24.42 £22.50
% change year-on-year -2.74% +8.53% +18.42%

Data Modelling
Job Vacancy Trend in the Midlands

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

Job vacancy trend for Data Modelling in the Midlands

Data Modelling
Contractor Daily Rate Trend in the Midlands

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

Contractor daily rate trend for Data Modelling in the Midlands

Data Modelling
Contractor Daily Rate Histogram in the Midlands

The daily rate distribution of IT jobs citing Data Modelling in the Midlands over the 6 months to 21 November 2017.

Contractor daily rate histogram for Data Modelling in the Midlands

Data Modelling
Contractor Hourly Rate Trend in the Midlands

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

Contractor hourly rate trend for Data Modelling in the Midlands

Data Modelling
Contract Job Locations in the Midlands

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 Midlands region over the 6 months to 21 November 2017. 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
East Midlands -10 79 £475 +26.67% 8
West Midlands -52 74 £425 +6.25% 10
Data Modelling
England

For the 6 months to 21 November 2017, 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 Midlands region with a requirement for Data Modelling.

1 56 (36.13%) Agile Software Development
2 54 (34.84%) SQL
3 41 (26.45%) Business Intelligence
4 39 (25.16%) ETL
5 36 (23.23%) Migration
6 35 (22.58%) SQL Server
7 31 (20.00%) Oracle
7 31 (20.00%) Finance
7 31 (20.00%) Logical Data Model
8 27 (17.42%) Data Migration
8 27 (17.42%) Data Quality
9 25 (16.13%) Stakeholder Management
10 22 (14.19%) Data Warehouse
11 21 (13.55%) Scrum
11 21 (13.55%) Data Architecture
12 20 (12.90%) OO
13 17 (10.97%) Java
13 17 (10.97%) Visualisation
13 17 (10.97%) Analytical Skills
13 17 (10.97%) SDLC
14 16 (10.32%) Data Visualisation
14 16 (10.32%) Data Analysis
14 16 (10.32%) Enterprise Architecture
15 15 (9.68%) UML
15 15 (9.68%) Microsoft
16 14 (9.03%) Microsoft Excel
16 14 (9.03%) Use Case
17 13 (8.39%) SQL Server Integration Services
17 13 (8.39%) Requirements Analysis
17 13 (8.39%) Business Analysis

Data Modelling
Co-occurring IT Skills in the Midlands 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 3 (1.94%) Apache Spark
1 3 (1.94%) SAS
2 2 (1.29%) IIS
2 2 (1.29%) Oracle SOA Suite
2 2 (1.29%) SharePoint
3 1 (0.65%) Apache Pig
3 1 (0.65%) BizTalk Server
3 1 (0.65%) Confluence
3 1 (0.65%) Documentum
3 1 (0.65%) FileNet
3 1 (0.65%) Oracle Application Server
Applications
1 14 (9.03%) Microsoft Excel
2 5 (3.23%) Microsoft Office
3 2 (1.29%) Microsoft PowerPoint
4 1 (0.65%) MS Visio
Business Applications
1 5 (3.23%) Teamcenter
2 3 (1.94%) Dynamics CRM
2 3 (1.94%) Oracle EBS
3 2 (1.29%) Oracle ERP
3 2 (1.29%) Oracle Financials
3 2 (1.29%) SAP MDG
4 1 (0.65%) Dynamics AX
4 1 (0.65%) Oracle EBS R12
4 1 (0.65%) Oracle SCM
4 1 (0.65%) Sonata
Cloud Services
1 7 (4.52%) Microsoft Azure
2 3 (1.94%) Dynamics 365
3 2 (1.29%) SaaS
4 1 (0.65%) Azure Data Factory
4 1 (0.65%) Google Cloud Platform
4 1 (0.65%) SuccessFactors
Communications & Networking
1 2 (1.29%) SMS
2 1 (0.65%) Internet
Database & Business Intelligence
1 35 (22.58%) SQL Server
2 22 (14.19%) Data Warehouse
3 13 (8.39%) Relational Database
3 13 (8.39%) SQL Server Integration Services
4 11 (7.10%) RDBMS
5 9 (5.81%) BusinessObjects
5 9 (5.81%) SQL Server Analysis Services
5 9 (5.81%) SQL Server Reporting Services
6 8 (5.16%) Power BI
7 7 (4.52%) MongoDB
8 6 (3.87%) Microsoft Analysis Services
9 5 (3.23%) Data Mining
9 5 (3.23%) IBM InfoSphere
9 5 (3.23%) QlikView
9 5 (3.23%) SQL Server 2016
10 4 (2.58%) DataStage
10 4 (2.58%) DB2
10 4 (2.58%) NoSQL
10 4 (2.58%) SQL Server 2014
11 3 (1.94%) Apache Cassandra
Development Applications
1 11 (7.10%) Git (software)
1 11 (7.10%) JUnit
2 7 (4.52%) Eclipse
3 6 (3.87%) IntelliJ
4 5 (3.23%) ERwin
4 5 (3.23%) Gradle
4 5 (3.23%) JIRA
4 5 (3.23%) JProfiler
4 5 (3.23%) Visual Studio
5 4 (2.58%) Jenkins
5 4 (2.58%) Maven
5 4 (2.58%) SonarQube
6 3 (1.94%) Bitbucket
6 3 (1.94%) Talend Open Studio
7 1 (0.65%) Ant
7 1 (0.65%) Oracle Forms
7 1 (0.65%) PowerDesigner
7 1 (0.65%) Subversion
General
1 31 (20.00%) Finance
2 10 (6.45%) Retail
3 9 (5.81%) Manufacturing
4 8 (5.16%) Banking
5 5 (3.23%) Legal
6 4 (2.58%) Automotive
7 3 (1.94%) Marketing
8 2 (1.29%) Pharmaceutical
9 1 (0.65%) Aerospace
9 1 (0.65%) Back Office
9 1 (0.65%) Billing
9 1 (0.65%) Retail Banking
9 1 (0.65%) Telecoms
Job Titles
1 56 (36.13%) Analyst
2 33 (21.29%) Architect
2 33 (21.29%) Business Analyst
3 27 (17.42%) Developer
4 20 (12.90%) Data Architect
5 17 (10.97%) Data Analyst
6 8 (5.16%) Consultant
6 8 (5.16%) Java Developer
6 8 (5.16%) Solutions Architect
7 7 (4.52%) Senior Architect
7 7 (4.52%) Senior Data Architect
8 6 (3.87%) Agile Business Analyst
8 6 (3.87%) Business Intelligence Analyst
8 6 (3.87%) Data Modeller
8 6 (3.87%) DBA
9 5 (3.23%) Business Intelligence Architect
9 5 (3.23%) Business Intelligence Business Analyst
10 4 (2.58%) Data Business Analyst
10 4 (2.58%) Migration Analyst
10 4 (2.58%) SQL DBA
Libraries, Frameworks & Software Standards
1 13 (8.39%) Web Services
2 12 (7.74%) Hibernate
2 12 (7.74%) JPA
2 12 (7.74%) Spring
3 10 (6.45%) Java EE
3 10 (6.45%) Spring Boot
4 9 (5.81%) AngularJS
5 8 (5.16%) .NET
5 8 (5.16%) RESTful
6 7 (4.52%) HTML
6 7 (4.52%) REST
6 7 (4.52%) SOAP
7 5 (3.23%) XML
8 4 (2.58%) CSS
8 4 (2.58%) Oracle Fusion
9 3 (1.94%) Backbone.js
9 3 (1.94%) jQuery
9 3 (1.94%) JSON
9 3 (1.94%) React
9 3 (1.94%) XSLT
Miscellaneous
1 17 (10.97%) Analytical Skills
2 10 (6.45%) Management Information System
3 8 (5.16%) Data Structures
4 6 (3.87%) Computer Science
5 4 (2.58%) Algorithms
5 4 (2.58%) FMCG
6 1 (0.65%) Credit Risk
6 1 (0.65%) Fintech
6 1 (0.65%) Greenfield Project
6 1 (0.65%) Internet of Things
6 1 (0.65%) Reference Data
6 1 (0.65%) Taxonomies
Operating Systems
1 6 (3.87%) Windows
2 1 (0.65%) Linux
2 1 (0.65%) Unix
2 1 (0.65%) Windows 10
2 1 (0.65%) Windows Server
2 1 (0.65%) Windows Server 2008
2 1 (0.65%) Windows Server 2012
Processes & Methodologies
1 56 (36.13%) Agile Software Development
2 41 (26.45%) Business Intelligence
3 39 (25.16%) ETL
4 36 (23.23%) Migration
5 31 (20.00%) Logical Data Model
6 27 (17.42%) Data Migration
7 25 (16.13%) Stakeholder Management
8 21 (13.55%) Data Architecture
8 21 (13.55%) Scrum
9 20 (12.90%) OO
10 17 (10.97%) SDLC
10 17 (10.97%) Visualisation
11 16 (10.32%) Data Analysis
11 16 (10.32%) Data Visualisation
11 16 (10.32%) Enterprise Architecture
12 15 (9.68%) UML
13 14 (9.03%) Use Case
14 13 (8.39%) Business Analysis
14 13 (8.39%) Data Management
14 13 (8.39%) Requirements Analysis
Programming Languages
1 54 (34.84%) SQL
2 17 (10.97%) Java
3 13 (8.39%) T-SQL
4 10 (6.45%) JavaScript
5 8 (5.16%) Python
6 7 (4.52%) C#
7 6 (3.87%) C++
7 6 (3.87%) VB
8 5 (3.23%) C
9 4 (2.58%) MATLAB
10 3 (1.94%) Data Analysis Expressions (DAX)
10 3 (1.94%) Perl
10 3 (1.94%) PL/SQL
10 3 (1.94%) R
10 3 (1.94%) Ruby
10 3 (1.94%) Shell Script
11 2 (1.29%) PHP
11 2 (1.29%) PowerShell
11 2 (1.29%) VB6
12 1 (0.65%) ABAP
Qualifications
1 6 (3.87%) Degree
2 3 (1.94%) IIBA
3 2 (1.29%) SC Cleared
3 2 (1.29%) Security Cleared
4 1 (0.65%) Computer Science Degree
4 1 (0.65%) ISEB
Quality Assurance & Compliance
1 27 (17.42%) Data Quality
2 1 (0.65%) 21 CFR Part 11
2 1 (0.65%) CDISC
2 1 (0.65%) GCP
2 1 (0.65%) GxP
2 1 (0.65%) HL7
2 1 (0.65%) PCI DSS
System Software
1 1 (0.65%) Active Directory
1 1 (0.65%) Tivoli Workload Scheduler
Systems Management
1 3 (1.94%) Oracle RMAN
2 1 (0.65%) Data Guard
2 1 (0.65%) Tivoli
Vendors
1 31 (20.00%) Oracle
2 15 (9.68%) Microsoft
3 8 (5.16%) IBM
3 8 (5.16%) Perforce
4 6 (3.87%) Informatica
5 4 (2.58%) Capita
5 4 (2.58%) SAP
5 4 (2.58%) ServiceNow
5 4 (2.58%) Siemens
5 4 (2.58%) Tableau
6 3 (1.94%) Cognos
6 3 (1.94%) Talend
7 2 (1.29%) CommVault
8 1 (0.65%) Embarcadero
8 1 (0.65%) Google
8 1 (0.65%) JD Edwards
8 1 (0.65%) MicroStrategy
8 1 (0.65%) Netezza
8 1 (0.65%) TIBCO
8 1 (0.65%) Trillium