Period
to 22 January 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 22 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 > North West
6 months to
22 Jan 2018
Same period 2017 Same period 2016
Rank 67 80 62
Rank change year-on-year +13 -18 -1
Contract jobs citing Data Modelling 153 140 239
As % of all contract IT jobs advertised in the North West 2.84% 2.32% 2.85%
As % of the Processes & Methodologies category 3.45% 2.74% 3.48%
Number of daily rates quoted 125 100 205
North West median daily rate £450 £400 £475
Median daily rate % change year-on-year +12.50% -15.79% +5.56%
10th Percentile £319 £306 £300
90th Percentile £655 £676 £600
England median daily rate £475 £475 £450
% change year-on-year - +5.56% -
Number of hourly rates quoted 6 0 0
North West median hourly rate £31.05 - -
England median hourly rate £28.00 £34.00 £50.00
% change year-on-year -17.65% -32.00% -25.37%

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 4,431 5,102 6,860
As % of all contract IT jobs advertised in the North West 82.28% 84.53% 81.80%
Number of daily rates quoted 2,878 3,304 4,214
North West median daily rate £410 £400 £400
Median daily rate % change year-on-year +2.50% - +9.59%
10th Percentile £263 £263 £250
90th Percentile £600 £575 £575
England median daily rate £450 £434 £425
% change year-on-year +3.72% +2.09% +6.12%
Number of hourly rates quoted 203 144 274
North West median hourly rate £21.50 £23.30 £33.00
Median hourly rate % change year-on-year -7.72% -29.40% +73.68%
10th Percentile £11.75 £11.33 £12.53
90th Percentile £48.75 £49.93 £52.47
England median hourly rate £23.50 £25.00 £23.00
% change year-on-year -6.00% +8.70% +15.00%

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 22 January 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
Contractor Hourly Rate Histogram in the North West

The hourly rate distribution of IT jobs citing Data Modelling in the North West over the 6 months to 22 January 2018.

Contractor hourly rate histogram 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 22 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
Manchester +8 69 £425 +13.33% 21
Cheshire -1 37 £420 -20.00% 6
Lancashire +19 16 £610 +62.67% 5
Merseyside +4 11 £425 +13.33% 4
Cumbria - 3 - - 1
Data Modelling
England

For the 6 months to 22 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 North West region with a requirement for Data Modelling.

1 53 (34.64%) Agile Software Development
2 49 (32.03%) SQL
3 40 (26.14%) Data Architecture
4 38 (24.84%) ETL
4 38 (24.84%) Business Intelligence
5 35 (22.88%) Finance
6 34 (22.22%) Migration
6 34 (22.22%) Data Management
7 33 (21.57%) Data Quality
8 29 (18.95%) Microsoft
9 28 (18.30%) Oracle
10 27 (17.65%) Data Analysis
11 26 (16.99%) Analytical Skills
12 25 (16.34%) Data Migration
13 23 (15.03%) Web Services
14 22 (14.38%) SQL Server
14 22 (14.38%) Scrum
14 22 (14.38%) Data Governance
15 21 (13.73%) REST
15 21 (13.73%) Management Information System
15 21 (13.73%) Data Integration
16 20 (13.07%) JavaScript
16 20 (13.07%) SharePoint
16 20 (13.07%) Master Data Management
17 19 (12.42%) Information Architecture
17 19 (12.42%) Data Warehouse
17 19 (12.42%) XML
18 18 (11.76%) Java
19 17 (11.11%) Business Analysis
20 16 (10.46%) TDD

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 20 (13.07%) SharePoint
2 8 (5.23%) SAS
3 3 (1.96%) Apache Solr
3 3 (1.96%) CMS
3 3 (1.96%) Elasticsearch
4 2 (1.31%) Apache Spark
4 2 (1.31%) BizTalk Server
5 1 (0.65%) Confluence
5 1 (0.65%) SharePoint Server
Applications
1 8 (5.23%) MS Visio
2 6 (3.92%) Microsoft Office
3 5 (3.27%) Microsoft Excel
Business Applications
1 3 (1.96%) SAP S/4HANA
2 1 (0.65%) Dynamics AX
2 1 (0.65%) Dynamics CRM
2 1 (0.65%) Oracle SCM
2 1 (0.65%) SAP CO
2 1 (0.65%) SAP FI
2 1 (0.65%) SAP FI/CO
Cloud Services
1 15 (9.80%) Amazon AWS
2 10 (6.54%) Microsoft Azure
3 4 (2.61%) Boomi
3 4 (2.61%) iPaaS
3 4 (2.61%) Slack
3 4 (2.61%) Trello
4 2 (1.31%) AWS Elastic Beanstalk
4 2 (1.31%) IaaS
4 2 (1.31%) SaaS
5 1 (0.65%) Amazon S3
5 1 (0.65%) Cloud Computing
Communications & Networking
1 15 (9.80%) Intranet
2 8 (5.23%) SNMP
3 3 (1.96%) HTTP
3 3 (1.96%) SSL
3 3 (1.96%) TCP/IP
4 1 (0.65%) SMS
Database & Business Intelligence
1 22 (14.38%) SQL Server
2 19 (12.42%) Data Warehouse
3 16 (10.46%) BusinessObjects
4 13 (8.50%) Big Data
5 12 (7.84%) Relational Database
6 10 (6.54%) RDBMS
7 8 (5.23%) MongoDB
7 8 (5.23%) MySQL
7 8 (5.23%) NoSQL
7 8 (5.23%) SAP HANA
8 6 (3.92%) Apache Hive
8 6 (3.92%) Data Mining
8 6 (3.92%) Hadoop
8 6 (3.92%) Oracle BI EE
8 6 (3.92%) SQL Server Integration Services
9 5 (3.27%) Data Lake
9 5 (3.27%) Oracle Database
9 5 (3.27%) Oracle Database 10g
9 5 (3.27%) Oracle Database 12c
9 5 (3.27%) SQL Server Reporting Services
Development Applications
1 16 (10.46%) Git (software)
2 11 (7.19%) Jenkins
3 10 (6.54%) SonarQube
4 9 (5.88%) JUnit
5 8 (5.23%) ERwin
5 8 (5.23%) JIRA
5 8 (5.23%) Visual Studio
6 7 (4.58%) Gradle
6 7 (4.58%) JProfiler
7 6 (3.92%) Eclipse
8 4 (2.61%) Atlassian Bamboo
8 4 (2.61%) Bitbucket
8 4 (2.61%) IntelliJ
8 4 (2.61%) Maven
8 4 (2.61%) ReSharper
9 3 (1.96%) Liquibase
9 3 (1.96%) Subversion
10 2 (1.31%) gulp
10 2 (1.31%) Mocha
11 1 (0.65%) Selenium
General
1 35 (22.88%) Finance
2 12 (7.84%) Retail
3 9 (5.88%) Banking
4 7 (4.58%) Pharmaceutical
5 5 (3.27%) Legal
6 4 (2.61%) Law
7 2 (1.31%) Manufacturing
8 1 (0.65%) Aerospace
8 1 (0.65%) Investment Banking
8 1 (0.65%) Retail Banking
Job Titles
1 50 (32.68%) Architect
2 33 (21.57%) Analyst
2 33 (21.57%) Developer
3 24 (15.69%) Data Architect
4 17 (11.11%) Data Analyst
5 15 (9.80%) Business Analyst
6 14 (9.15%) Data Modeller
6 14 (9.15%) Information Architect
7 11 (7.19%) Consultant
8 10 (6.54%) Java Developer
9 8 (5.23%) Solutions Architect
10 7 (4.58%) Implementation Consultant
10 7 (4.58%) ServiceNow Consultant
11 6 (3.92%) ServiceNow Developer
12 5 (3.27%) Integration Engineer
12 5 (3.27%) Lead Architect
12 5 (3.27%) Lead Data Architect
13 4 (2.61%) Business Intelligence Architect
13 4 (2.61%) Data Business Analyst
13 4 (2.61%) Technical Analyst
Libraries, Frameworks & Software Standards
1 23 (15.03%) Web Services
2 21 (13.73%) REST
3 19 (12.42%) XML
4 16 (10.46%) .NET
5 14 (9.15%) SOAP
6 10 (6.54%) ASP.NET
6 10 (6.54%) JSON
6 10 (6.54%) Spring
7 9 (5.88%) Hibernate
8 8 (5.23%) ADO.NET
8 8 (5.23%) JPA
9 7 (4.58%) ASP.NET Web API
9 7 (4.58%) LINQ
9 7 (4.58%) Node.js
9 7 (4.58%) WCF
9 7 (4.58%) XSLT
10 6 (3.92%) J2EE
10 6 (3.92%) Java EE
10 6 (3.92%) Middleware
10 6 (3.92%) Spring Boot
Miscellaneous
1 26 (16.99%) Analytical Skills
2 21 (13.73%) Management Information System
3 12 (7.84%) Data Structures
4 11 (7.19%) CMDB
4 11 (7.19%) Taxonomies
5 10 (6.54%) Reference Data
6 4 (2.61%) Enterprise Software
6 4 (2.61%) User Experience
7 3 (1.96%) Public Cloud
7 3 (1.96%) State Machine
8 1 (0.65%) Digital Media
8 1 (0.65%) Greenfield Project
8 1 (0.65%) iPad
8 1 (0.65%) Life Science
8 1 (0.65%) NHS
Operating Systems
1 15 (9.80%) Unix
2 5 (3.27%) Android
2 5 (3.27%) Apple iOS
3 3 (1.96%) Linux
Processes & Methodologies
1 53 (34.64%) Agile Software Development
2 40 (26.14%) Data Architecture
3 38 (24.84%) Business Intelligence
3 38 (24.84%) ETL
4 34 (22.22%) Data Management
4 34 (22.22%) Migration
5 27 (17.65%) Data Analysis
6 25 (16.34%) Data Migration
7 22 (14.38%) Data Governance
7 22 (14.38%) Scrum
8 21 (13.73%) Data Integration
9 20 (13.07%) Master Data Management
10 19 (12.42%) Information Architecture
11 17 (11.11%) Business Analysis
12 16 (10.46%) TDD
12 16 (10.46%) Use Case
13 15 (9.80%) Data Cleansing
13 15 (9.80%) Workflow
14 13 (8.50%) ITIL
14 13 (8.50%) Open Source
Programming Languages
1 49 (32.03%) SQL
2 20 (13.07%) JavaScript
3 18 (11.76%) Java
4 12 (7.84%) Shell Script
5 11 (7.19%) C#
6 8 (5.23%) PowerShell
7 5 (3.27%) PHP
7 5 (3.27%) T-SQL
8 4 (2.61%) XPath
9 3 (1.96%) Python
10 2 (1.31%) ES6
10 2 (1.31%) PL/SQL
11 1 (0.65%) MATLAB
11 1 (0.65%) R
11 1 (0.65%) VB
11 1 (0.65%) VBScript
Qualifications
1 9 (5.88%) Security Cleared
2 6 (3.92%) SC Cleared
3 2 (1.31%) OCPJP
4 1 (0.65%) BC Cleared
4 1 (0.65%) BPSS Clearance
4 1 (0.65%) Degree
Quality Assurance & Compliance
1 33 (21.57%) Data Quality
2 8 (5.23%) QA
3 5 (3.27%) SLA
4 2 (1.31%) COBIT
4 2 (1.31%) GDPR
5 1 (0.65%) Dodd-Frank
5 1 (0.65%) EMIR
5 1 (0.65%) HL7
5 1 (0.65%) MiFID
System Software
1 4 (2.61%) Active Directory
2 2 (1.31%) Tivoli Workload Scheduler
3 1 (0.65%) Virtual Machines
Systems Management
1 3 (1.96%) SCCM
1 3 (1.96%) SCOM
2 2 (1.31%) Oracle EDQ
2 2 (1.31%) Tivoli
3 1 (0.65%) Systems Management Server (SMS)
Vendors
1 29 (18.95%) Microsoft
2 28 (18.30%) Oracle
3 16 (10.46%) SAP
4 9 (5.88%) Perforce
5 8 (5.23%) Informatica
5 8 (5.23%) ServiceNow
5 8 (5.23%) Snow
6 5 (3.27%) MuleSoft
6 5 (3.27%) Tableau
6 5 (3.27%) Xamarin
7 4 (2.61%) CA
7 4 (2.61%) IBM
7 4 (2.61%) IDERA
7 4 (2.61%) SnapLogic
8 3 (1.96%) SolarWinds
9 2 (1.31%) DataFlux
9 2 (1.31%) Jaspersoft
9 2 (1.31%) Rackspace
9 2 (1.31%) TIBCO
10 1 (0.65%) Talend