Period
to 10 December 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 10 December 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
10 Dec 2018
Same period 2017 Same period 2016
Rank 116 62 99
Rank change year-on-year -54 +37 -37
Contract jobs citing Data Modelling 114 167 136
As % of all contract IT jobs advertised in the North West 1.90% 2.96% 2.09%
As % of the Processes & Methodologies category 2.29% 3.59% 2.45%
Number of daily rates quoted 86 143 94
North West median daily rate £471 £450 £425
Median daily rate % change year-on-year +4.72% +5.88% -10.53%
10th Percentile £309 £319 £309
90th Percentile £713 £658 £675
England median daily rate £500 £495 £475
% change year-on-year +1.01% +4.21% +5.56%
Number of hourly rates quoted 2 5 0
North West median hourly rate £18.50 £43.11 -
Median hourly rate % change year-on-year -57.08% - -
England median hourly rate £40.00 £43.11 £41.25
% change year-on-year -7.20% +4.50% -8.33%

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 4,973 4,653 5,558
As % of all contract IT jobs advertised in the North West 82.90% 82.51% 85.48%
Number of daily rates quoted 3,148 2,991 3,570
North West median daily rate £410 £400 £400
Median daily rate % change year-on-year +2.50% - -
10th Percentile £263 £263 £250
90th Percentile £575 £588 £563
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% -
Number of hourly rates quoted 279 205 169
North West median hourly rate £22.22 £28.00 £22.00
Median hourly rate % change year-on-year -20.66% +27.27% -25.98%
10th Percentile £11.80 £11.63 £11.25
90th Percentile £48.55 £52.70 £53.10
England median hourly rate £22.00 £24.69 £22.84
% change year-on-year -10.88% +8.10% +3.80%

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 10 December 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 10 December 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 -46 49 £450 - 20
Merseyside +13 34 £405 -0.31% 2
Lancashire -18 15 £675 +10.66% 2
Cheshire -31 12 £400 -4.76% 9
Data Modelling
England

For the 6 months to 10 December 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 51 (44.74%) SQL
2 36 (31.58%) Microsoft
3 35 (30.70%) Business Intelligence
4 31 (27.19%) Data Warehouse
4 31 (27.19%) Agile Software Development
5 28 (24.56%) ETL
6 27 (23.68%) CRM
6 27 (23.68%) Big Data
7 21 (18.42%) BusinessObjects
7 21 (18.42%) C#
7 21 (18.42%) Analytics
8 20 (17.54%) .NET
8 20 (17.54%) SQL Server
8 20 (17.54%) Change Management
8 20 (17.54%) Data Analysis
8 20 (17.54%) Data Architecture
9 19 (16.67%) Dynamics CRM
9 19 (16.67%) JavaScript
9 19 (16.67%) Case Management
10 18 (15.79%) Workflow
11 17 (14.91%) Finance
11 17 (14.91%) Web Services
12 16 (14.04%) SAP
12 16 (14.04%) Python
12 16 (14.04%) Relational Database
13 15 (13.16%) Java
13 15 (13.16%) Dimensional Modelling
13 15 (13.16%) Microsoft Azure
14 14 (12.28%) Data Quality
14 14 (12.28%) HTML

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 8 (7.02%) Apache Spark
2 6 (5.26%) Elasticsearch
3 5 (4.39%) SAS
4 4 (3.51%) SharePoint
5 2 (1.75%) Oracle Workflow
6 1 (0.88%) Apache Pig
6 1 (0.88%) Confluence
6 1 (0.88%) OpenEdge
Applications
1 7 (6.14%) Microsoft Excel
2 6 (5.26%) Microsoft Office
3 3 (2.63%) Microsoft Project
4 2 (1.75%) MS Visio
5 1 (0.88%) Microsoft PowerPoint
Business Applications
1 19 (16.67%) Dynamics CRM
2 2 (1.75%) SAP Hybris
3 1 (0.88%) Cognos Business Intelligence
3 1 (0.88%) Dynamics AX
3 1 (0.88%) Oracle EBS
3 1 (0.88%) SAP MDG
3 1 (0.88%) SAP MDM
Cloud Services
1 15 (13.16%) Microsoft Azure
2 14 (12.28%) Dynamics 365
3 10 (8.77%) Amazon AWS
4 6 (5.26%) SaaS
5 4 (3.51%) Virtual Private Cloud
6 3 (2.63%) Amazon CloudWatch
6 3 (2.63%) AWS CloudTrail
6 3 (2.63%) SuccessFactors
7 2 (1.75%) Cloud Computing
8 1 (0.88%) Amazon EC2
8 1 (0.88%) Amazon Glacier
8 1 (0.88%) Amazon S3
8 1 (0.88%) Azure Data Factory
8 1 (0.88%) Data Lake Analytics
8 1 (0.88%) GitHub
8 1 (0.88%) Google Cloud Platform
8 1 (0.88%) Office 365
8 1 (0.88%) PaaS
8 1 (0.88%) Slack
8 1 (0.88%) Trello
Communications & Networking
1 3 (2.63%) SMS
2 1 (0.88%) Firewall
Database & Business Intelligence
1 31 (27.19%) Data Warehouse
2 27 (23.68%) Big Data
3 21 (18.42%) BusinessObjects
4 20 (17.54%) SQL Server
5 16 (14.04%) Relational Database
6 14 (12.28%) Power BI
7 11 (9.65%) Data Lake
8 10 (8.77%) Apache Hive
9 9 (7.89%) Data Mining
9 9 (7.89%) Hadoop
10 8 (7.02%) SQL Server Integration Services
11 6 (5.26%) PostgreSQL
11 6 (5.26%) QlikView
11 6 (5.26%) SQL Server Reporting Services
12 5 (4.39%) Enterprise Data Warehouse
12 5 (4.39%) HBase
12 5 (4.39%) MongoDB
12 5 (4.39%) SQL Server Analysis Services
13 4 (3.51%) Apache Kudu
13 4 (3.51%) Impala
Development Applications
1 13 (11.40%) Visual Studio
2 5 (4.39%) Git (software)
2 5 (4.39%) JIRA
3 3 (2.63%) ERwin
4 2 (1.75%) GitLab
4 2 (1.75%) Jenkins
5 1 (0.88%) Atlassian Bamboo
5 1 (0.88%) Bitbucket
5 1 (0.88%) ER Studio
5 1 (0.88%) ReSharper
5 1 (0.88%) SonarQube
5 1 (0.88%) Team Foundation Server
General
1 17 (14.91%) Finance
2 5 (4.39%) Banking
3 3 (2.63%) Law
4 2 (1.75%) Legal
4 2 (1.75%) Marketing
5 1 (0.88%) Billing
5 1 (0.88%) Financial Institution
5 1 (0.88%) Front Office
5 1 (0.88%) Investment Banking
5 1 (0.88%) Manufacturing
5 1 (0.88%) Retail Banking
5 1 (0.88%) Telecoms
Job Titles
1 29 (25.44%) Developer
2 22 (19.30%) Analyst
3 18 (15.79%) Architect
4 15 (13.16%) Business Analyst
5 10 (8.77%) Data Architect
5 10 (8.77%) Data Engineer
6 7 (6.14%) Data Analyst
7 6 (5.26%) Business Intelligence Developer
7 6 (5.26%) CRM Developer
7 6 (5.26%) Dynamics CRM Developer
8 5 (4.39%) DBA
8 5 (4.39%) ETL Developer
8 5 (4.39%) Team Leader
8 5 (4.39%) Technical Analyst
8 5 (4.39%) Technical Architect
9 4 (3.51%) Consultant
9 4 (3.51%) Microsoft Developer
9 4 (3.51%) SQL Developer
9 4 (3.51%) Technical Business Analyst
10 3 (2.63%) Data Manager
Libraries, Frameworks & Software Standards
1 20 (17.54%) .NET
2 17 (14.91%) Web Services
3 14 (12.28%) CSS
3 14 (12.28%) HTML
4 13 (11.40%) .NET Framework
4 13 (11.40%) RESTful
5 11 (9.65%) Node.js
5 11 (9.65%) XML
6 9 (7.89%) Twitter Bootstrap
7 6 (5.26%) ASP.NET
8 4 (3.51%) Apache Avro
8 4 (3.51%) XHTML
9 2 (1.75%) PostGIS
9 2 (1.75%) REST
10 1 (0.88%) ASP.NET Web API
10 1 (0.88%) Flask
10 1 (0.88%) Middleware
10 1 (0.88%) Pandas
10 1 (0.88%) Twisted
10 1 (0.88%) XML Schema
Miscellaneous
1 14 (12.28%) Analytical Skills
1 14 (12.28%) User Experience
2 8 (7.02%) Data Structures
2 8 (7.02%) Management Information System
3 2 (1.75%) Reference Data
4 1 (0.88%) Algorithms
4 1 (0.88%) Clustering
4 1 (0.88%) Fintech
4 1 (0.88%) Greenfield Project
4 1 (0.88%) Life Science
4 1 (0.88%) Private Cloud
4 1 (0.88%) Replication
Operating Systems
1 6 (5.26%) Unix
2 5 (4.39%) Linux
3 2 (1.75%) Android
3 2 (1.75%) Apple iOS
4 1 (0.88%) CentOS
4 1 (0.88%) Red Hat Enterprise Linux
4 1 (0.88%) Windows
Processes & Methodologies
1 35 (30.70%) Business Intelligence
2 31 (27.19%) Agile Software Development
3 28 (24.56%) ETL
4 27 (23.68%) CRM
5 21 (18.42%) Analytics
6 20 (17.54%) Change Management
6 20 (17.54%) Data Analysis
6 20 (17.54%) Data Architecture
7 19 (16.67%) Case Management
8 18 (15.79%) Workflow
9 15 (13.16%) Dimensional Modelling
10 13 (11.40%) ITIL
10 13 (11.40%) Migration
10 13 (11.40%) Service Management
11 12 (10.53%) Data Governance
12 11 (9.65%) Stakeholder Management
12 11 (9.65%) Visualisation
13 10 (8.77%) Business Analysis
13 10 (8.77%) Data Migration
13 10 (8.77%) Enterprise Architecture
Programming Languages
1 51 (44.74%) SQL
2 21 (18.42%) C#
3 19 (16.67%) JavaScript
4 16 (14.04%) Python
5 15 (13.16%) Java
6 11 (9.65%) Scala
7 10 (8.77%) Ruby
8 5 (4.39%) T-SQL
9 3 (2.63%) PL/SQL
9 3 (2.63%) Shell Script
10 2 (1.75%) PHP
11 1 (0.88%) Bash Shell
11 1 (0.88%) C
11 1 (0.88%) MATLAB
11 1 (0.88%) XPath
Qualifications
1 13 (11.40%) Security Cleared
2 10 (8.77%) Degree
3 9 (7.89%) SC Cleared
4 1 (0.88%) Computer Science Degree
Quality Assurance & Compliance
1 14 (12.28%) Data Quality
2 4 (3.51%) QA
3 2 (1.75%) SLA
4 1 (0.88%) GDPR
4 1 (0.88%) PMO
System Software
1 5 (4.39%) HDFS
2 2 (1.75%) Docker
3 1 (0.88%) VMware Infrastructure
Systems Management
1 4 (3.51%) Oozie
2 2 (1.75%) Kibana
3 1 (0.88%) Ambari
3 1 (0.88%) Opscode Chef
Vendors
1 36 (31.58%) Microsoft
2 16 (14.04%) SAP
3 11 (9.65%) Oracle
4 7 (6.14%) Tableau
5 5 (4.39%) Cloudera
5 5 (4.39%) Talend
6 4 (3.51%) AlienVault
6 4 (3.51%) Informatica
7 2 (1.75%) CA
7 2 (1.75%) hybris
7 2 (1.75%) Sybase
7 2 (1.75%) Xamarin
8 1 (0.88%) Cisco
8 1 (0.88%) Cognos
8 1 (0.88%) Hortonworks
8 1 (0.88%) Hyperion
8 1 (0.88%) IBM
8 1 (0.88%) Progress
8 1 (0.88%) Red Hat
8 1 (0.88%) Sage