Period
to 15 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Cheshire with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 15 November 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
North West > Cheshire
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 88 126 105
Rank change year-on-year +38 -21 +48
Permanent jobs citing Data Modelling 69 52 45
As % of all permanent IT jobs advertised in Cheshire 2.65% 1.72% 1.97%
As % of the Processes & Methodologies category 2.85% 1.90% 2.21%
Number of salaries quoted 58 40 38
Cheshire median annual salary £48,750 £46,000 £35,000
Median salary % change year-on-year +5.98% +31.43% -12.50%
10th Percentile £36,000 £37,000 £27,500
90th Percentile £70,425 £83,750 £61,250
North West median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +3.22%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cheshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cheshire
Permanent vacancies with a requirement for process or methodology skills 2,424 2,738 2,035
As % of all permanent IT jobs advertised in Cheshire 93.19% 90.51% 89.22%
Number of salaries quoted 1,842 2,071 1,729
Cheshire median annual salary £45,000 £42,500 £37,500
Median salary % change year-on-year +5.88% +13.33% -6.25%
10th Percentile £26,250 £26,250 £22,500
90th Percentile £70,000 £63,750 £60,000
North West median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

Data Modelling
Job Vacancy Trend in Cheshire

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

Job vacancy trend for Data Modelling in Cheshire

Data Modelling
Salary Trend in Cheshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Cheshire.

Salary trend for Data Modelling in Cheshire

Data Modelling
Salary Histogram in Cheshire

The salary distribution of IT jobs citing Data Modelling in Cheshire over the 6 months to 15 November 2018.

Salary histogram for Data Modelling in Cheshire

Data Modelling
Job Locations in Cheshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Cheshire region over the 6 months to 15 November 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Chester +28 21 £45,000 +5.88% 2
Warrington +8 12 £48,750 +14.71% 3
Crewe +5 4 £42,500 -24.44%
Wilmslow - 4 £40,000 -
Nantwich -9 2 £32,500 -
Runcorn - 2 £47,500 - 1
Knutsford +14 1 - -
Ellesmere Port - 1 £52,500 -
Data Modelling
North West

For the 6 months to 15 November 2018, IT 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 permanent job ads across the Cheshire region with a requirement for Data Modelling.

1 32 (46.38%) SQL
2 26 (37.68%) Business Intelligence
3 25 (36.23%) SQL Server
4 23 (33.33%) Data Warehouse
4 23 (33.33%) ETL
5 21 (30.43%) SQL Server Integration Services
6 18 (26.09%) Data Analysis
6 18 (26.09%) Agile Software Development
7 16 (23.19%) Microsoft
8 15 (21.74%) T-SQL
8 15 (21.74%) Java
8 15 (21.74%) Problem-Solving
9 12 (17.39%) Analytical Skills
9 12 (17.39%) Data Architecture
10 11 (15.94%) Web Services
10 11 (15.94%) SQL Server Reporting Services
10 11 (15.94%) Finance
11 10 (14.49%) Service Delivery
11 10 (14.49%) Business Analysis
11 10 (14.49%) Visualisation
11 10 (14.49%) Decision-Making
12 9 (13.04%) DevOps
12 9 (13.04%) NoSQL
12 9 (13.04%) REST
12 9 (13.04%) Big Data
12 9 (13.04%) TOGAF
12 9 (13.04%) Computer Science
12 9 (13.04%) Project Management
13 8 (11.59%) Oracle
13 8 (11.59%) .NET

Data Modelling
Co-occurring IT Skills in Cheshire 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 (8.70%) Apache Spark
2 4 (5.80%) Apache
3 3 (4.35%) Apache Pig
4 2 (2.90%) IIS
4 2 (2.90%) JBoss
4 2 (2.90%) SharePoint
4 2 (2.90%) Tomcat
4 2 (2.90%) WebLogic
Applications
1 4 (5.80%) Microsoft Office
2 3 (4.35%) Microsoft PowerPoint
2 3 (4.35%) MS Visio
3 1 (1.45%) Microsoft Excel
Business Applications
1 2 (2.90%) SAP HR
2 1 (1.45%) SAP CO
2 1 (1.45%) SAP FI
2 1 (1.45%) SAP FI/CO
2 1 (1.45%) SAP S/4HANA
Cloud Services
1 8 (11.59%) Amazon AWS
2 3 (4.35%) Cloud Computing
2 3 (4.35%) Microsoft Azure
3 2 (2.90%) Amazon EC2
3 2 (2.90%) Amazon EMR
4 1 (1.45%) Google Cloud Platform
Communications & Networking
1 6 (8.70%) Unified Communications
2 2 (2.90%) Kerberos
3 1 (1.45%) Internet
Database & Business Intelligence
1 25 (36.23%) SQL Server
2 23 (33.33%) Data Warehouse
3 21 (30.43%) SQL Server Integration Services
4 11 (15.94%) SQL Server Reporting Services
5 9 (13.04%) Big Data
5 9 (13.04%) NoSQL
6 8 (11.59%) SQL Server Analysis Services
7 6 (8.70%) Hadoop
8 5 (7.25%) DB2
8 5 (7.25%) MongoDB
8 5 (7.25%) Relational Database
9 4 (5.80%) Amazon Redshift
9 4 (5.80%) SSDT
10 3 (4.35%) Apache Hive
10 3 (4.35%) DB2 UDB
10 3 (4.35%) MariaDB
10 3 (4.35%) PostgreSQL
11 2 (2.90%) OLTP
11 2 (2.90%) Qlik Sense
11 2 (2.90%) QlikView
Development Applications
1 6 (8.70%) Rational Rose
2 3 (4.35%) Git (software)
2 3 (4.35%) JIRA
3 1 (1.45%) JIRA Agile
General
1 11 (15.94%) Finance
2 6 (8.70%) Banking
3 4 (5.80%) Advertising
3 4 (5.80%) Retail
4 3 (4.35%) Investment Banking
5 1 (1.45%) Back Office
5 1 (1.45%) Law
Job Titles
1 29 (42.03%) Developer
2 17 (24.64%) Business Intelligence Developer
3 13 (18.84%) Architect
4 11 (15.94%) Business Developer
5 7 (10.14%) Analyst
5 7 (10.14%) Solutions Architect
6 6 (8.70%) Data Warehouse Developer
6 6 (8.70%) Tableau Developer
7 5 (7.25%) Business Intelligence Analyst
7 5 (7.25%) Data Architect
7 5 (7.25%) DBA
7 5 (7.25%) Designer
7 5 (7.25%) Senior Developer
7 5 (7.25%) SQL Developer
8 4 (5.80%) Data Engineer
8 4 (5.80%) DB2 DBA
8 4 (5.80%) Head of Technology
8 4 (5.80%) Solutions Designer
9 3 (4.35%) Senior Analyst
9 3 (4.35%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 11 (15.94%) Web Services
2 9 (13.04%) REST
3 8 (11.59%) .NET
4 6 (8.70%) Middleware
4 6 (8.70%) SOAP
5 5 (7.25%) CSS
5 5 (7.25%) Kafka
6 3 (4.35%) AngularJS
6 3 (4.35%) EJB
6 3 (4.35%) HTML
6 3 (4.35%) HTML5
6 3 (4.35%) J2EE
6 3 (4.35%) JMS
6 3 (4.35%) JSON
6 3 (4.35%) RESTful
7 2 (2.90%) LDAP
7 2 (2.90%) SAML
7 2 (2.90%) Spark Streaming
7 2 (2.90%) SPNEGO
7 2 (2.90%) XACML
Miscellaneous
1 12 (17.39%) Analytical Skills
2 9 (13.04%) Computer Science
3 6 (8.70%) Mainframe
3 6 (8.70%) Management Information System
4 4 (5.80%) Fintech
5 2 (2.90%) CMDB
5 2 (2.90%) PKI
5 2 (2.90%) Self-Motivation
5 2 (2.90%) Smart Meter
6 1 (1.45%) Infotainment
6 1 (1.45%) Internet of Things
6 1 (1.45%) Reference Data
6 1 (1.45%) Smart City
Operating Systems
1 3 (4.35%) Unix
Processes & Methodologies
1 26 (37.68%) Business Intelligence
2 23 (33.33%) ETL
3 18 (26.09%) Agile Software Development
3 18 (26.09%) Data Analysis
4 15 (21.74%) Problem-Solving
5 12 (17.39%) Data Architecture
6 10 (14.49%) Business Analysis
6 10 (14.49%) Decision-Making
6 10 (14.49%) Service Delivery
6 10 (14.49%) Visualisation
7 9 (13.04%) DevOps
7 9 (13.04%) Project Management
7 9 (13.04%) TOGAF
8 8 (11.59%) Identity Access Management
9 7 (10.14%) Data Engineering
9 7 (10.14%) Enterprise Architecture
9 7 (10.14%) Zachman Framework
10 6 (8.70%) CRM
10 6 (8.70%) ERP
10 6 (8.70%) Strategic Thinking
Programming Languages
1 32 (46.38%) SQL
2 15 (21.74%) Java
2 15 (21.74%) T-SQL
3 7 (10.14%) Python
4 5 (7.25%) PL/SQL
5 3 (4.35%) C#
5 3 (4.35%) JavaScript
5 3 (4.35%) R
5 3 (4.35%) Scala
6 1 (1.45%) C++
6 1 (1.45%) VB
Qualifications
1 8 (11.59%) Degree
2 6 (8.70%) Computer Science Degree
3 2 (2.90%) CEH
3 2 (2.90%) CISA
3 2 (2.90%) CISM
3 2 (2.90%) CISSP
3 2 (2.90%) Numerate Degree
Quality Assurance & Compliance
1 7 (10.14%) Data Quality
2 4 (5.80%) Actionable Recommendations
3 2 (2.90%) QA
System Software
1 2 (2.90%) Active Directory
Systems Management
1 2 (2.90%) Single Sign-On
Vendors
1 16 (23.19%) Microsoft
2 8 (11.59%) Casewise
2 8 (11.59%) Oracle
3 6 (8.70%) Tableau
4 5 (7.25%) Google
5 4 (5.80%) SAP
6 3 (4.35%) Cloudera
6 3 (4.35%) ServiceNow
6 3 (4.35%) Talend
6 3 (4.35%) Twitter
7 2 (2.90%) CA Agile Central
7 2 (2.90%) Ping Identity
8 1 (1.45%) Atlassian
8 1 (1.45%) IBM
8 1 (1.45%) Informatica