Period
to 21 June 2018

The following table provides summary statistics for contract job vacancies advertised in the North West 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 June 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 > North West
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 100 72 94
Rank change year-on-year -28 +22 +6
Contract jobs citing Data Modelling 114 148 158
As % of all contract IT jobs advertised in the North West 1.95% 2.70% 2.05%
As % of the Processes & Methodologies category 2.27% 3.27% 2.46%
Number of daily rates quoted 76 96 111
North West median daily rate £475 £400 £438
Median daily rate % change year-on-year +18.75% -8.57% -12.50%
10th Percentile £338 £306 £300
90th Percentile £612 £569 £525
England median daily rate £500 £475 £460
% change year-on-year +5.26% +3.26% +2.22%
Number of hourly rates quoted 5 1 0
North West median hourly rate £12.50 £21.00 -
Median hourly rate % change year-on-year -40.48% - -
England median hourly rate £22.00 £21.00 £50.00
% change year-on-year +4.76% -58.00% +25.00%

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 North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Contract vacancies with a requirement for process or methodology skills 5,014 4,530 6,411
As % of all contract IT jobs advertised in the North West 85.61% 82.60% 83.15%
Number of daily rates quoted 3,152 2,768 3,935
North West median daily rate £400 £400 £400
10th Percentile £263 £250 £256
90th Percentile £575 £550 £550
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +4.94%
Number of hourly rates quoted 248 209 216
North West median hourly rate £23.20 £32.56 £32.50
Median hourly rate % change year-on-year -28.74% +0.17% +30.00%
10th Percentile £12.25 £11.75 £13.00
90th Percentile £53.50 £53.00 £50.63
England median hourly rate £22.00 £25.00 £25.00
% change year-on-year -12.00% - +19.05%

Data Modelling
Job Vacancy Trend in the North West

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

Job vacancy trend for Data Modelling in the North West

Data Modelling
Contractor Daily Rate Trend in the North West

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

Contractor daily rate trend for Data Modelling in the North West

Data Modelling
Contractor Daily Rate Histogram in the North West

The daily rate distribution of IT jobs citing Data Modelling in the North West over the 6 months to 21 June 2018.

Contractor daily rate histogram for Data Modelling in the North West

Data Modelling
Contractor Hourly Rate Trend in the North West

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

Contractor hourly rate trend for Data Modelling in the North West

Data Modelling
Contract Job Locations in the North West

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 North West region over the 6 months to 21 June 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
Manchester -39 60 £425 +7.59% 16
Cheshire -12 20 £395 -1.25% 13
Merseyside +15 17 £400 -17.95% 3
Lancashire -11 12 £535 +33.75% 2
Cumbria -8 1 £375 -34.78%
Data Modelling
England

For the 6 months to 21 June 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 North West region with a requirement for Data Modelling.

1 37 (32.46%) Finance
2 36 (31.58%) SQL
3 29 (25.44%) Business Intelligence
4 28 (24.56%) Analytical Skills
5 26 (22.81%) Agile Software Development
6 25 (21.93%) Data Warehouse
6 25 (21.93%) Java
6 25 (21.93%) Git (software)
7 21 (18.42%) .NET
7 21 (18.42%) SQL Server
8 20 (17.54%) JavaScript
8 20 (17.54%) Amazon AWS
9 19 (16.67%) Web Services
9 19 (16.67%) Analytics
10 18 (15.79%) Scrum
10 18 (15.79%) JIRA
11 17 (14.91%) Stakeholder Management
11 17 (14.91%) MySQL
11 17 (14.91%) Change Control
12 16 (14.04%) Microsoft
12 16 (14.04%) Release Management
12 16 (14.04%) Data Management
13 15 (13.16%) Data Architecture
13 15 (13.16%) BusinessObjects
14 14 (12.28%) Unix
14 14 (12.28%) Management Information System
14 14 (12.28%) Visualisation
14 14 (12.28%) Microsoft Azure
14 14 (12.28%) Confluence
14 14 (12.28%) Big Data

Data Modelling
Co-occurring IT Skills in the North West 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 14 (12.28%) Confluence
2 10 (8.77%) SAS
3 4 (3.51%) Elasticsearch
4 2 (1.75%) SharePoint
5 1 (0.88%) Apache Spark
5 1 (0.88%) SharePoint Server
Applications
1 10 (8.77%) Microsoft Excel
2 3 (2.63%) MS Visio
3 2 (1.75%) Spreadsheet
4 1 (0.88%) Microsoft Office
4 1 (0.88%) Microsoft Project
Cloud Services
1 20 (17.54%) Amazon AWS
2 14 (12.28%) Microsoft Azure
3 5 (4.39%) Amazon S3
3 5 (4.39%) GitHub
4 4 (3.51%) Virtual Private Cloud
5 3 (2.63%) Amazon CloudWatch
5 3 (2.63%) AWS CloudTrail
6 2 (1.75%) Boomi
6 2 (1.75%) iPaaS
6 2 (1.75%) SaaS
7 1 (0.88%) Azure Machine Learning
7 1 (0.88%) Cloud Computing
7 1 (0.88%) Office 365
7 1 (0.88%) SuccessFactors
Communications & Networking
1 3 (2.63%) SNMP
2 2 (1.75%) SMS
3 1 (0.88%) HTTP
3 1 (0.88%) Internet
3 1 (0.88%) SSL
3 1 (0.88%) TCP/IP
3 1 (0.88%) Unified Communications
Database & Business Intelligence
1 25 (21.93%) Data Warehouse
2 21 (18.42%) SQL Server
3 17 (14.91%) MySQL
4 15 (13.16%) BusinessObjects
5 14 (12.28%) Big Data
6 10 (8.77%) Hadoop
7 8 (7.02%) Apache Hive
7 8 (7.02%) Enterprise Data Warehouse
7 8 (7.02%) PostgreSQL
7 8 (7.02%) Relational Database
8 7 (6.14%) HBase
8 7 (6.14%) MongoDB
8 7 (6.14%) Pentaho
9 6 (5.26%) Data Lake
9 6 (5.26%) Data Mining
9 6 (5.26%) Power BI
9 6 (5.26%) SQL Server Integration Services
9 6 (5.26%) SQL Server Reporting Services
10 4 (3.51%) DataStage
11 3 (2.63%) SQL Server Analysis Services
Development Applications
1 25 (21.93%) Git (software)
2 18 (15.79%) JIRA
3 13 (11.40%) Jenkins
4 8 (7.02%) ERwin
4 8 (7.02%) Visual Studio
5 6 (5.26%) Atlassian Bamboo
6 5 (4.39%) Bitbucket
6 5 (4.39%) SonarQube
7 4 (3.51%) Eclipse
7 4 (3.51%) Gradle
7 4 (3.51%) JProfiler
7 4 (3.51%) JUnit
8 3 (2.63%) ER Studio
8 3 (2.63%) Hudson
8 3 (2.63%) ReSharper
9 2 (1.75%) eggPlant
9 2 (1.75%) Toad
10 1 (0.88%) Rational Rose
10 1 (0.88%) Subversion
10 1 (0.88%) Team Foundation Server
General
1 37 (32.46%) Finance
2 7 (6.14%) Banking
3 3 (2.63%) Law
3 3 (2.63%) Legal
4 2 (1.75%) Games
4 2 (1.75%) Manufacturing
5 1 (0.88%) Financial Institution
5 1 (0.88%) Marketing
5 1 (0.88%) Retail
Job Titles
1 31 (27.19%) Developer
2 30 (26.32%) Architect
3 27 (23.68%) Analyst
4 16 (14.04%) Data Analyst
5 11 (9.65%) Applications Architect
6 10 (8.77%) Business Analyst
7 9 (7.89%) Data Architect
8 8 (7.02%) Java Developer
9 7 (6.14%) Data Engineer
9 7 (6.14%) Solutions Architect
10 6 (5.26%) Business Intelligence Developer
11 4 (3.51%) Angular Developer
11 4 (3.51%) Consultant
11 4 (3.51%) JavaScript Developer
11 4 (3.51%) Technical Architect
12 3 (2.63%) Cloud Architect
12 3 (2.63%) DevOps Engineer
12 3 (2.63%) Migration Analyst
12 3 (2.63%) ServiceNow Consultant
12 3 (2.63%) ServiceNow Developer
Libraries, Frameworks & Software Standards
1 21 (18.42%) .NET
2 19 (16.67%) Web Services
3 13 (11.40%) Spring
4 12 (10.53%) Swagger
5 11 (9.65%) ASP.NET
5 11 (9.65%) REST
5 11 (9.65%) XML
6 10 (8.77%) Hibernate
6 10 (8.77%) J2EE
7 9 (7.89%) jQuery
7 9 (7.89%) JSON
7 9 (7.89%) Node.js
7 9 (7.89%) RAML
7 9 (7.89%) XSLT
8 7 (6.14%) ADO.NET
8 7 (6.14%) AngularJS
8 7 (6.14%) ASP.NET Web API
8 7 (6.14%) LINQ
8 7 (6.14%) WCF
9 5 (4.39%) CSS
Miscellaneous
1 28 (24.56%) Analytical Skills
2 14 (12.28%) Management Information System
3 9 (7.89%) Data Structures
4 7 (6.14%) Enterprise Software
4 7 (6.14%) User Experience
5 3 (2.63%) CMDB
6 1 (0.88%) Algorithms
6 1 (0.88%) Computer Science
6 1 (0.88%) Credit Risk
6 1 (0.88%) Fintech
6 1 (0.88%) Greenfield Project
6 1 (0.88%) Learning Management System
6 1 (0.88%) NHS
6 1 (0.88%) Self-Motivation
Operating Systems
1 14 (12.28%) Unix
2 9 (7.89%) Android
2 9 (7.89%) Apple iOS
3 4 (3.51%) Linux
Processes & Methodologies
1 29 (25.44%) Business Intelligence
2 26 (22.81%) Agile Software Development
3 19 (16.67%) Analytics
4 18 (15.79%) Scrum
5 17 (14.91%) Change Control
5 17 (14.91%) Stakeholder Management
6 16 (14.04%) Data Management
6 16 (14.04%) Release Management
7 15 (13.16%) Data Architecture
8 14 (12.28%) Logical Data Model
8 14 (12.28%) Visualisation
9 13 (11.40%) Dimensional Modelling
9 13 (11.40%) ETL
9 13 (11.40%) Microservices
9 13 (11.40%) Physical Data Model
9 13 (11.40%) Problem-Solving
10 12 (10.53%) Data Strategy
10 12 (10.53%) DevOps
10 12 (10.53%) Open Source
11 11 (9.65%) Co-Creation
Programming Languages
1 36 (31.58%) SQL
2 25 (21.93%) Java
3 20 (17.54%) JavaScript
4 11 (9.65%) C#
5 10 (8.77%) Shell Script
6 9 (7.89%) PHP
7 6 (5.26%) Java 8
7 6 (5.26%) T-SQL
8 5 (4.39%) VB
8 5 (4.39%) VBScript
8 5 (4.39%) XPath
9 3 (2.63%) PowerShell
10 2 (1.75%) Python
11 1 (0.88%) PL/SQL
11 1 (0.88%) R
11 1 (0.88%) Scala
Qualifications
1 8 (7.02%) Security Cleared
2 5 (4.39%) SC Cleared
3 1 (0.88%) BPSS Clearance
3 1 (0.88%) Computer Science Degree
3 1 (0.88%) Degree
3 1 (0.88%) Microsoft Certification
Quality Assurance & Compliance
1 12 (10.53%) Data Quality
1 12 (10.53%) SLA
2 8 (7.02%) QA
3 1 (0.88%) IFRS
3 1 (0.88%) IFRS 9
System Software
1 2 (1.75%) Active Directory
2 1 (0.88%) Tivoli Workload Scheduler
Systems Management
1 3 (2.63%) Puppet
2 2 (1.75%) Opscode Chef
3 1 (0.88%) Tivoli
Vendors
1 16 (14.04%) Microsoft
2 13 (11.40%) Oracle
3 12 (10.53%) Apiary
4 9 (7.89%) Informatica
4 9 (7.89%) Xamarin
5 8 (7.02%) Tableau
6 7 (6.14%) CA
7 5 (4.39%) SAP
8 4 (3.51%) AlienVault
8 4 (3.51%) Perforce
9 3 (2.63%) IBM
9 3 (2.63%) ServiceNow
9 3 (2.63%) Snow
10 2 (1.75%) Atlassian
10 2 (1.75%) Capita
10 2 (1.75%) MuleSoft
10 2 (1.75%) Okta
10 2 (1.75%) SnapLogic
11 1 (0.88%) Casewise
11 1 (0.88%) DataFlux