Period
to 27 November 2021

The following table provides summary statistics for permanent job vacancies advertised in Manchester 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 27 November 2021 with a comparison to the same period in the previous 2 years.

Data Modelling
North West > Manchester
6 months to
27 Nov 2021
Same period 2020 Same period 2019
Rank 145 91 148
Rank change year-on-year -54 +57 +21
Permanent jobs citing Data Modelling 117 76 115
As % of all permanent jobs advertised in Manchester 2.05% 2.67% 1.80%
As % of the Processes & Methodologies category 2.14% 2.85% 1.90%
Number of salaries quoted 91 66 95
10th Percentile £37,500 £41,625 £38,750
25th Percentile £50,625 £45,000 £42,500
Median annual salary (50th Percentile) £60,000 £55,000 £54,486
Median % change year-on-year +9.09% +0.94% -9.19%
75th Percentile £66,875 £60,000 £62,500
90th Percentile £79,500 £70,000 £70,000
North West median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% -

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 Manchester with a requirement for process or methodology skills.

All Process and Methodology Skills
Manchester
Permanent vacancies with a requirement for process or methodology skills 5,472 2,664 6,062
As % of all permanent IT jobs advertised in Manchester 95.73% 93.67% 94.67%
Number of salaries quoted 4,106 2,392 4,885
10th Percentile £32,500 £32,500 £28,946
25th Percentile £41,250 £40,000 £36,250
Median annual salary (50th Percentile) £55,000 £52,500 £47,500
Median % change year-on-year +4.76% +10.53% +5.56%
75th Percentile £67,500 £63,750 £60,000
90th Percentile £85,000 £72,500 £70,000
North West median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% -

Data Modelling
Job Vacancy Trend in Manchester

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

Job vacancy trend for Data Modelling in Manchester

Data Modelling
Salary Trend in Manchester

3-month moving average salary quoted in jobs citing Data Modelling in Manchester.

Salary trend for Data Modelling in Manchester

Data Modelling
Salary Histogram in Manchester

Salary distribution for jobs citing Data Modelling in Manchester over the 6 months to 27 November 2021.

Salary histogram for Data Modelling in Manchester

Data Modelling
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Manchester region over the 6 months to 27 November 2021. 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
Stockport +6 10 £58,750 +6.82%
Wigan - 2 £35,250 - 1
Altrincham - 2 - -
Bury - 1 £55,000 -
Data Modelling
North West

For the 6 months to 27 November 2021, 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 Manchester region with a requirement for Data Modelling.

1 60 (51.28%) SQL
2 51 (43.59%) Business Intelligence
3 43 (36.75%) Power Platform
4 42 (35.90%) Analytics
4 42 (35.90%) Azure
5 41 (35.04%) Power BI
6 38 (32.48%) Data Warehouse
7 34 (29.06%) Microsoft
8 32 (27.35%) Data Management
9 31 (26.50%) Social Skills
10 29 (24.79%) DevOps
10 29 (24.79%) Agile Software Development
11 28 (23.93%) Analytical Skills
12 26 (22.22%) Data Architecture
13 25 (21.37%) Finance
13 25 (21.37%) SQL Server
14 24 (20.51%) ETL
15 22 (18.80%) Data Analysis
16 21 (17.95%) Data Quality
16 21 (17.95%) Migration
16 21 (17.95%) Data Strategy
17 20 (17.09%) AWS
18 17 (14.53%) Data Analytics
18 17 (14.53%) Data Lake
19 16 (13.68%) Law
19 16 (13.68%) Visualisation
19 16 (13.68%) SQL Server Integration Services
20 15 (12.82%) Data Migration
20 15 (12.82%) Azure SQL Data Warehouse
21 14 (11.97%) Data Structures

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 5 (4.27%) Apache
2 3 (2.56%) Apache Spark
2 3 (2.56%) nginx
2 3 (2.56%) SharePoint
3 2 (1.71%) SAS
4 1 (0.85%) Apache Airflow
4 1 (0.85%) Confluence
4 1 (0.85%) Drupal
Applications
1 13 (11.11%) Microsoft Excel
2 6 (5.13%) Microsoft PowerPoint
3 4 (3.42%) Microsoft Office
4 3 (2.56%) MS Visio
5 2 (1.71%) Spreadsheet
Business Applications
1 10 (8.55%) Dynamics CRM
2 3 (2.56%) SAP HCM
2 3 (2.56%) SAP HR
2 3 (2.56%) SAP Payroll
3 2 (1.71%) NetSuite
4 1 (0.85%) SAP BPC
4 1 (0.85%) SAP S/4HANA
Cloud Services
1 43 (36.75%) Power Platform
2 42 (35.90%) Azure
3 20 (17.09%) AWS
4 12 (10.26%) Microsoft 365
5 11 (9.40%) Azure Synapse Analytics
5 11 (9.40%) Collibra
5 11 (9.40%) Dynamics 365
5 11 (9.40%) Power Automate
6 10 (8.55%) Azure Data Factory
6 10 (8.55%) Azure Logic Apps
6 10 (8.55%) Cloud Computing
7 8 (6.84%) Azure Key Vault
7 8 (6.84%) GCP
8 7 (5.98%) SaaS
9 6 (5.13%) Amazon S3
10 5 (4.27%) Serverless
11 4 (3.42%) AWS Lambda
12 3 (2.56%) Amazon CloudWatch
12 3 (2.56%) Amazon ElastiCache
12 3 (2.56%) Cloudflare
Communications & Networking
1 11 (9.40%) DKIM
2 3 (2.56%) Internet
Database & Business Intelligence
1 41 (35.04%) Power BI
2 38 (32.48%) Data Warehouse
3 25 (21.37%) SQL Server
4 17 (14.53%) Data Lake
5 16 (13.68%) SQL Server Integration Services
6 15 (12.82%) Azure SQL Data Warehouse
7 13 (11.11%) Metadata
8 11 (9.40%) Power Query
8 11 (9.40%) Relational Database
8 11 (9.40%) Tableau
9 9 (7.69%) PostgreSQL
9 9 (7.69%) SQL Server Reporting Services
10 8 (6.84%) MySQL
11 6 (5.13%) SQL Server Analysis Services
12 5 (4.27%) Enterprise Data Warehouse
13 4 (3.42%) Big Data
14 3 (2.56%) NoSQL
14 3 (2.56%) QlikView
14 3 (2.56%) RDBMS
14 3 (2.56%) Redis
Development Applications
1 11 (9.40%) ERwin
2 8 (6.84%) Git (software)
3 5 (4.27%) Jenkins
3 5 (4.27%) Visual Studio
4 3 (2.56%) Artifactory
4 3 (2.56%) Bitbucket
4 3 (2.56%) TeamCity
5 2 (1.71%) JIRA
5 2 (1.71%) Team Foundation Server
6 1 (0.85%) Atlassian Bamboo
6 1 (0.85%) Vagrant
6 1 (0.85%) YouTrack
General
1 31 (26.50%) Social Skills
2 28 (23.93%) Analytical Skills
3 25 (21.37%) Finance
4 16 (13.68%) Law
5 13 (11.11%) Marketing
6 7 (5.98%) Retail
7 6 (5.13%) Organisational Skills
8 3 (2.56%) Games
8 3 (2.56%) Multimedia
8 3 (2.56%) Public Sector
8 3 (2.56%) Publishing
9 2 (1.71%) Automotive
10 1 (0.85%) Advertising
10 1 (0.85%) Billing
10 1 (0.85%) General Ledger
10 1 (0.85%) Influencing Skills
10 1 (0.85%) Legal
Job Titles
1 25 (21.37%) Developer
2 23 (19.66%) Architect
3 22 (18.80%) Data Architect
4 21 (17.95%) Data Engineer
5 17 (14.53%) Analyst
6 11 (9.40%) Consultant
7 10 (8.55%) SQL Developer
8 9 (7.69%) Enterprise Architect
8 9 (7.69%) Enterprise Data Architect
9 8 (6.84%) Business Intelligence Developer
10 6 (5.13%) Data Analyst
11 4 (3.42%) Business Analyst
11 4 (3.42%) Data Scientist
11 4 (3.42%) Technical Support
12 3 (2.56%) Azure Architect
12 3 (2.56%) Business Intelligence Consultant
12 3 (2.56%) Junior
12 3 (2.56%) Lead Developer
12 3 (2.56%) Report Analyst
12 3 (2.56%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 12 (10.26%) Spring
2 11 (9.40%) YAML
3 10 (8.55%) Spring Boot
4 7 (5.98%) .NET
5 6 (5.13%) REST
6 5 (4.27%) JSON
6 5 (4.27%) Swagger
6 5 (4.27%) XML
7 4 (3.42%) RabbitMQ
7 4 (3.42%) Web Services
8 3 (2.56%) ASP.NET
8 3 (2.56%) GraphQL
8 3 (2.56%) MDX
8 3 (2.56%) MyBatis
8 3 (2.56%) Node.js
8 3 (2.56%) PySpark
8 3 (2.56%) SOAP
8 3 (2.56%) Spring Cloud
8 3 (2.56%) Vue.js
8 3 (2.56%) Zuul
Miscellaneous
1 14 (11.97%) Data Structures
2 9 (7.69%) Algorithms
3 8 (6.84%) Management Information System
4 5 (4.27%) Greenfield Project
4 5 (4.27%) Legacy Systems
5 4 (3.42%) Renewable Energy
5 4 (3.42%) User Experience
6 3 (2.56%) Data Protection Act
6 3 (2.56%) Life Science
6 3 (2.56%) N-Tier
6 3 (2.56%) Self-Motivation
7 2 (1.71%) PMI
7 2 (1.71%) Wiki
8 1 (0.85%) Biotechnology
8 1 (0.85%) Clustering
8 1 (0.85%) Enterprise Cloud
8 1 (0.85%) Hybrid Cloud
8 1 (0.85%) Virtual Team
Operating Systems
1 5 (4.27%) Linux
2 3 (2.56%) Android
2 3 (2.56%) Apple iOS
3 2 (1.71%) Unix
4 1 (0.85%) Windows
Processes & Methodologies
1 51 (43.59%) Business Intelligence
2 42 (35.90%) Analytics
3 32 (27.35%) Data Management
4 29 (24.79%) Agile Software Development
4 29 (24.79%) DevOps
5 26 (22.22%) Data Architecture
6 24 (20.51%) ETL
7 22 (18.80%) Data Analysis
8 21 (17.95%) Data Strategy
8 21 (17.95%) Migration
9 17 (14.53%) Data Analytics
10 16 (13.68%) Visualisation
11 15 (12.82%) Data Migration
12 14 (11.97%) Business Analysis
12 14 (11.97%) Data Protection
13 13 (11.11%) Collaborative Working
13 13 (11.11%) Data Governance
13 13 (11.11%) Dimensional Modelling
13 13 (11.11%) Scrum
14 12 (10.26%) Problem-Solving
Programming Languages
1 60 (51.28%) SQL
2 14 (11.97%) PowerShell
2 14 (11.97%) T-SQL
3 12 (10.26%) Python
4 11 (9.40%) Java
5 8 (6.84%) C#
5 8 (6.84%) JavaScript
6 3 (2.56%) Data Analysis Expressions (DAX)
6 3 (2.56%) Java 11
6 3 (2.56%) R
6 3 (2.56%) TypeScript
7 2 (1.71%) VBA
8 1 (0.85%) Bash Shell
8 1 (0.85%) C
8 1 (0.85%) C++
8 1 (0.85%) Perl
8 1 (0.85%) PL/SQL
8 1 (0.85%) Shell Script
Qualifications
1 14 (11.97%) Security Cleared
2 11 (9.40%) SC Cleared
3 3 (2.56%) Degree
4 2 (1.71%) PMI Certification
5 1 (0.85%) Computer Science Degree
5 1 (0.85%) Microsoft Certification
Quality Assurance & Compliance
1 21 (17.95%) Data Quality
2 5 (4.27%) QA
3 2 (1.71%) Accessibility
System Software
1 4 (3.42%) Docker
2 1 (0.85%) VirtualBox
Systems Management
1 4 (3.42%) Kubernetes
1 4 (3.42%) Opscode Chef
2 3 (2.56%) Ansible
2 3 (2.56%) Grafana
2 3 (2.56%) Prometheus
2 3 (2.56%) Rancher
2 3 (2.56%) Rsyslog
2 3 (2.56%) Salt
2 3 (2.56%) Terraform
3 2 (1.71%) Control-M
4 1 (0.85%) Docker Swarm
4 1 (0.85%) Puppet
Vendors
1 34 (29.06%) Microsoft
2 13 (11.11%) Informatica
3 8 (6.84%) Oracle
4 5 (4.27%) Databricks
4 5 (4.27%) SAP
5 4 (3.42%) Salesforce.com
6 3 (2.56%) Google
7 2 (1.71%) IBM
7 2 (1.71%) Red Hat
7 2 (1.71%) RedGate
7 2 (1.71%) Teradata
8 1 (0.85%) Adobe
8 1 (0.85%) CA Agile Central
8 1 (0.85%) Capita
8 1 (0.85%) Cloudera
8 1 (0.85%) Cognos
8 1 (0.85%) Hortonworks
8 1 (0.85%) Pega
8 1 (0.85%) Sitecore
8 1 (0.85%) Talend