Period
to 16 January 2019

The following table provides summary statistics for contract job vacancies advertised in Manchester 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 16 January 2019 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
North West > Manchester
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 115 77 97
Rank change year-on-year -38 +20 -14
Contract jobs citing Data Modelling 38 72 59
As % of all contract IT jobs advertised in Manchester 1.28% 2.57% 1.86%
As % of the Processes & Methodologies category 1.54% 3.07% 2.16%
Number of daily rates quoted 27 52 42
Manchester median daily rate £425 £425 £375
Median daily rate % change year-on-year - +13.33% -16.67%
10th Percentile £322 £325 £300
90th Percentile £568 £660 £556
North West median daily rate £494 £450 £400
% change year-on-year +9.72% +12.50% -15.79%
Number of hourly rates quoted 0 0 0
Manchester median hourly rate - - -
North West median hourly rate £18.50 £31.05 -
% change year-on-year -40.42% - -

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 Manchester with a requirement for process or methodology skills.

All Process and Methodology Skills
Manchester
Contract vacancies with a requirement for process or methodology skills 2,464 2,344 2,737
As % of all contract IT jobs advertised in Manchester 82.94% 83.62% 86.20%
Number of daily rates quoted 1,592 1,525 1,724
Manchester median daily rate £410 £400 £400
Median daily rate % change year-on-year +2.50% - +6.67%
10th Percentile £271 £263 £263
90th Percentile £575 £585 £550
North West median daily rate £413 £403 £400
% change year-on-year +2.61% +0.63% -
Number of hourly rates quoted 93 90 49
Manchester median hourly rate £17.50 £18.75 £15.50
Median hourly rate % change year-on-year -6.67% +20.97% -38.00%
10th Percentile £12.83 £12.68 £11.18
90th Percentile £33.60 £40.43 £40.00
North West median hourly rate £23.65 £21.78 £21.52
% change year-on-year +8.59% +1.20% -28.62%

Data Modelling
Job Vacancy Trend in Manchester

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

Job vacancy trend for Data Modelling in Manchester

Data Modelling
Contractor Daily Rate Trend in Manchester

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

Contractor daily rate trend for Data Modelling in Manchester

Data Modelling
Contractor Daily Rate Histogram in Manchester

The daily rate distribution of IT jobs citing Data Modelling in Manchester over the 6 months to 16 January 2019.

Contractor daily rate histogram for Data Modelling in Manchester

Data Modelling
Contractor Hourly Rate Trend in Manchester

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

Contractor hourly rate trend for Data Modelling in Manchester

Data Modelling
Contract Job Locations in Manchester

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 Manchester region over the 6 months to 16 January 2019. 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
Bolton - 3 £400 -
Wigan - 2 £290 - 1
Stockport - 1 £525 -
Data Modelling
North West

For the 6 months to 16 January 2019, 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 Manchester region with a requirement for Data Modelling.

1 20 (52.63%) SQL
2 13 (34.21%) ETL
3 10 (26.32%) Business Intelligence
4 9 (23.68%) Data Warehouse
5 8 (21.05%) SQL Server
5 8 (21.05%) Microsoft Azure
6 7 (18.42%) Apache Hive
6 7 (18.42%) Big Data
6 7 (18.42%) Analytics
7 6 (15.79%) Talend
7 6 (15.79%) Apache Spark
7 6 (15.79%) ETL Development
7 6 (15.79%) Finance
7 6 (15.79%) C#
7 6 (15.79%) Data Architecture
7 6 (15.79%) Agile Software Development
7 6 (15.79%) SQL Server Integration Services
8 5 (13.16%) Use Case
8 5 (13.16%) SQL Server Analysis Services
8 5 (13.16%) Kimball Methodology
8 5 (13.16%) Data Lake
9 4 (10.53%) Apache Kudu
9 4 (10.53%) Cloudera CDH
9 4 (10.53%) Parquet
9 4 (10.53%) Impala
9 4 (10.53%) Cloudera
9 4 (10.53%) Sqoop
9 4 (10.53%) Apache Avro
9 4 (10.53%) Oozie
9 4 (10.53%) Data Reconciliation

Data Modelling
Co-occurring IT Skills in Manchester 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 6 (15.79%) Apache Spark
2 1 (2.63%) Apache Pig
2 1 (2.63%) Elasticsearch
Applications
1 1 (2.63%) Microsoft Excel
1 1 (2.63%) Microsoft PowerPoint
Business Applications
1 2 (5.26%) Dynamics CRM
1 2 (5.26%) SAP Hybris
2 1 (2.63%) Cognos Business Intelligence
2 1 (2.63%) Dynamics AX
2 1 (2.63%) Oracle EBS
2 1 (2.63%) SAP MDG
2 1 (2.63%) SAP MDM
Cloud Services
1 8 (21.05%) Microsoft Azure
2 2 (5.26%) SaaS
3 1 (2.63%) Azure Data Factory
3 1 (2.63%) Cloud Computing
3 1 (2.63%) Data Lake Analytics
3 1 (2.63%) PaaS
Communications & Networking
1 1 (2.63%) SMS
Database & Business Intelligence
1 9 (23.68%) Data Warehouse
2 8 (21.05%) SQL Server
3 7 (18.42%) Apache Hive
3 7 (18.42%) Big Data
4 6 (15.79%) SQL Server Integration Services
5 5 (13.16%) Data Lake
5 5 (13.16%) SQL Server Analysis Services
6 4 (10.53%) Apache Kudu
6 4 (10.53%) Cloudera CDH
6 4 (10.53%) Impala
6 4 (10.53%) Parquet
6 4 (10.53%) Sqoop
7 3 (7.89%) Hadoop
7 3 (7.89%) Power BI
7 3 (7.89%) Relational Database
7 3 (7.89%) SQL Server Reporting Services
8 2 (5.26%) Azure SQL Database
8 2 (5.26%) MongoDB
8 2 (5.26%) Pentaho
8 2 (5.26%) SQL Server 2008
Development Applications
1 2 (5.26%) Git (software)
2 1 (2.63%) Atlassian Bamboo
2 1 (2.63%) Bitbucket
2 1 (2.63%) GitLab
2 1 (2.63%) JIRA
2 1 (2.63%) ReSharper
2 1 (2.63%) SonarQube
2 1 (2.63%) Visual Studio
General
1 6 (15.79%) Finance
2 2 (5.26%) Legal
2 2 (5.26%) Marketing
3 1 (2.63%) Banking
3 1 (2.63%) Law
3 1 (2.63%) Telecoms
Job Titles
1 15 (39.47%) Developer
2 7 (18.42%) Analyst
3 6 (15.79%) Business Analyst
4 5 (13.16%) Data Engineer
5 4 (10.53%) ETL Developer
6 3 (7.89%) Architect
6 3 (7.89%) Big Data Engineer
6 3 (7.89%) Technical Analyst
6 3 (7.89%) Technical Business Analyst
7 2 (5.26%) Azure Engineer
7 2 (5.26%) Business Intelligence Developer
7 2 (5.26%) Consultant
7 2 (5.26%) CRM Developer
7 2 (5.26%) Data Analyst
7 2 (5.26%) Data Architect
7 2 (5.26%) Dynamics CRM Developer
7 2 (5.26%) Microsoft Developer
7 2 (5.26%) Pentaho Developer
7 2 (5.26%) Solutions Architect
8 1 (2.63%) Cognos Developer
Libraries, Frameworks & Software Standards
1 4 (10.53%) .NET
1 4 (10.53%) Apache Avro
1 4 (10.53%) ASP.NET
1 4 (10.53%) Web Services
1 4 (10.53%) XML
2 3 (7.89%) CSS
2 3 (7.89%) HTML
3 2 (5.26%) XHTML
4 1 (2.63%) .NET Framework
4 1 (2.63%) ADO.NET
4 1 (2.63%) ASP.NET MVC
4 1 (2.63%) Django
4 1 (2.63%) JSON
4 1 (2.63%) LINQ
4 1 (2.63%) MDX
4 1 (2.63%) Middleware
4 1 (2.63%) Twisted
4 1 (2.63%) WCF
4 1 (2.63%) XML Schema
4 1 (2.63%) XSLT
Miscellaneous
1 2 (5.26%) Data Structures
2 1 (2.63%) Analytical Skills
2 1 (2.63%) CMDB
2 1 (2.63%) User Experience
Operating Systems
1 3 (7.89%) Unix
2 1 (2.63%) Windows
Processes & Methodologies
1 13 (34.21%) ETL
2 10 (26.32%) Business Intelligence
3 7 (18.42%) Analytics
4 6 (15.79%) Agile Software Development
4 6 (15.79%) Data Architecture
4 6 (15.79%) ETL Development
5 5 (13.16%) Kimball Methodology
5 5 (13.16%) Use Case
6 4 (10.53%) CRM
6 4 (10.53%) Data Analysis
6 4 (10.53%) Data Migration
6 4 (10.53%) Data Reconciliation
6 4 (10.53%) ERP
6 4 (10.53%) Migration
7 3 (7.89%) Business Analysis
7 3 (7.89%) Stakeholder Engagement
7 3 (7.89%) Stakeholder Management
7 3 (7.89%) Test Scripting
7 3 (7.89%) User Stories
7 3 (7.89%) Waterfall
Programming Languages
1 20 (52.63%) SQL
2 6 (15.79%) C#
3 4 (10.53%) T-SQL
4 3 (7.89%) JavaScript
4 3 (7.89%) Python
5 2 (5.26%) Java
6 1 (2.63%) Bash Shell
6 1 (2.63%) MATLAB
6 1 (2.63%) PL/SQL
6 1 (2.63%) Ruby
6 1 (2.63%) Scala
6 1 (2.63%) XPath
Qualifications
1 4 (10.53%) Degree
2 2 (5.26%) SC Cleared
2 2 (5.26%) Security Cleared
Quality Assurance & Compliance
1 1 (2.63%) QA
System Software
1 4 (10.53%) HDFS
2 1 (2.63%) Docker
Systems Management
1 4 (10.53%) Oozie
2 1 (2.63%) Ambari
2 1 (2.63%) Kibana
2 1 (2.63%) Opscode Chef
Vendors
1 6 (15.79%) Talend
2 4 (10.53%) Cloudera
2 4 (10.53%) Microsoft
2 4 (10.53%) Oracle
2 4 (10.53%) SAP
3 2 (5.26%) hybris
3 2 (5.26%) Tableau
4 1 (2.63%) Cognos
4 1 (2.63%) Informatica
4 1 (2.63%) Sage
4 1 (2.63%) ServiceNow