Period
to

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 24 May 2022 with a comparison to the same period in the previous 2 years.

Data Modelling
North West > Manchester
6 months to
24 May 2022
Same period 2021 Same period 2020
Rank 98 124 110
Rank change year-on-year +26 -14 +20
Permanent jobs citing Data Modelling 180 80 97
As % of all permanent jobs advertised in Manchester 3.16% 2.03% 2.38%
As % of the Processes & Methodologies category 3.35% 2.16% 2.53%
Number of salaries quoted 104 74 89
10th Percentile £37,463 £35,000 £33,750
25th Percentile £41,250 £45,000 £45,000
Median annual salary (50th Percentile) £52,500 £55,500 £55,000
Median % change year-on-year -5.41% +0.91% -
75th Percentile £73,750 £66,875 £62,500
90th Percentile £98,750 £77,125 £81,250
North West median annual salary £54,288 £52,500 £52,500
% change year-on-year +3.41% - -4.55%

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 5,379 3,702 3,831
As % of all permanent IT jobs advertised in Manchester 94.29% 94.15% 94.15%
Number of salaries quoted 3,556 3,107 3,123
10th Percentile £32,500 £31,250 £31,250
25th Percentile £41,250 £38,750 £38,750
Median annual salary (50th Percentile) £55,000 £50,000 £50,000
Median % change year-on-year +10.00% - +5.26%
75th Percentile £70,000 £65,000 £62,500
90th Percentile £85,000 £76,250 £72,500
North West median annual salary £52,500 £48,151 £48,000
% change year-on-year +9.03% +0.31% +6.67%

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 24 May 2022.

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 24 May 2022. 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
Jobs
Bolton - 3 £55,000 -
Cheadle - 3 - -
Salford -19 2 - -
Altrincham - 2 £55,000 -
Wigan - 1 £42,500 - 1
Data Modelling
North West

For the 6 months to 24 May 2022, 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 86 (47.78%) SQL
2 69 (38.33%) ETL
3 66 (36.67%) Azure
4 65 (36.11%) Agile
5 63 (35.00%) Business Intelligence
6 60 (33.33%) Data Warehouse
7 58 (32.22%) Analytics
8 55 (30.56%) Data Lake
9 49 (27.22%) Finance
10 48 (26.67%) Python
11 46 (25.56%) Data Engineering
12 40 (22.22%) Data Quality
13 38 (21.11%) Data Pipeline
14 36 (20.00%) AWS
14 36 (20.00%) Security Cleared
15 34 (18.89%) SQL Server
15 34 (18.89%) Analytical Skills
15 34 (18.89%) Power Platform
16 33 (18.33%) Power BI
17 31 (17.22%) Social Skills
18 29 (16.11%) Data Architecture
18 29 (16.11%) NoSQL
18 29 (16.11%) DevOps
18 29 (16.11%) Greenfield Project
19 26 (14.44%) Visualisation
19 26 (14.44%) Data Management
20 24 (13.33%) Public Sector
21 23 (12.78%) Problem-Solving
21 23 (12.78%) GCP
21 23 (12.78%) Risk Assessment

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 (2.78%) Apache Spark
1 5 (2.78%) Elasticsearch
2 3 (1.67%) Apache
2 3 (1.67%) DataSynapse
3 1 (0.56%) Apache Airflow
3 1 (0.56%) IIS
Applications
1 6 (3.33%) Microsoft Excel
2 3 (1.67%) Spreadsheet
3 1 (0.56%) Microsoft PowerPoint
3 1 (0.56%) MS Visio
3 1 (0.56%) SPSS
Business Applications
1 2 (1.11%) NetSuite
2 1 (0.56%) Cognos Business Intelligence
2 1 (0.56%) Dynamics CRM
2 1 (0.56%) IBM Planning Analytics
Cloud Services
1 66 (36.67%) Azure
2 36 (20.00%) AWS
3 34 (18.89%) Power Platform
4 23 (12.78%) GCP
5 20 (11.11%) Azure Data Factory
6 16 (8.89%) Azure Cosmos DB
7 12 (6.67%) Azure Synapse Analytics
7 12 (6.67%) Snowflake
8 8 (4.44%) Cloud Computing
9 5 (2.78%) Matillion
10 3 (1.67%) dbt
10 3 (1.67%) Dynamics 365
10 3 (1.67%) SaaS
10 3 (1.67%) Salesforce Sales Cloud
10 3 (1.67%) Salesforce Service Cloud
11 2 (1.11%) Collibra
11 2 (1.11%) Fivetran
11 2 (1.11%) GitHub
11 2 (1.11%) npm
11 2 (1.11%) NuGet
Communications & Networking
1 7 (3.89%) Internet
2 4 (2.22%) Network Security
3 2 (1.11%) DKIM
Database & Business Intelligence
1 60 (33.33%) Data Warehouse
2 55 (30.56%) Data Lake
3 34 (18.89%) SQL Server
4 33 (18.33%) Power BI
5 29 (16.11%) NoSQL
6 21 (11.67%) Big Data
7 18 (10.00%) PostgreSQL
8 17 (9.44%) Metadata
9 14 (7.78%) MySQL
9 14 (7.78%) QlikView
10 12 (6.67%) MongoDB
10 12 (6.67%) SQL Server Analysis Services
11 11 (6.11%) BusinessObjects
11 11 (6.11%) Data Mart
11 11 (6.11%) PowerCenter
11 11 (6.11%) Qlik Sense
11 11 (6.11%) Semantic Layer
11 11 (6.11%) Snowflake Schema
11 11 (6.11%) SQL Server Integration Services
12 10 (5.56%) Tableau
Development Applications
1 8 (4.44%) ERwin
2 5 (2.78%) GitLab
3 3 (1.67%) Git (software)
4 1 (0.56%) IBM UrbanCode
4 1 (0.56%) Jenkins
4 1 (0.56%) JIRA
4 1 (0.56%) Team Foundation Server
4 1 (0.56%) Visual Studio
General
1 49 (27.22%) Finance
2 34 (18.89%) Analytical Skills
3 31 (17.22%) Social Skills
4 24 (13.33%) Public Sector
5 13 (7.22%) Automotive
5 13 (7.22%) Retail
5 13 (7.22%) Telecoms
6 11 (6.11%) Marketing
7 10 (5.56%) Legal
8 9 (5.00%) Banking
8 9 (5.00%) Electronics
8 9 (5.00%) Manufacturing
9 8 (4.44%) Law
10 7 (3.89%) Inclusion and Diversity
11 4 (2.22%) Organisational Skills
12 3 (1.67%) Advertising
12 3 (1.67%) Influencing Skills
12 3 (1.67%) Publishing
13 2 (1.11%) Financial Institution
13 2 (1.11%) Presentation Skills
Job Titles
1 64 (35.56%) Data Engineer
2 31 (17.22%) Developer
3 26 (14.44%) Architect
4 16 (8.89%) Data Architect
5 15 (8.33%) Consultant
6 13 (7.22%) Lead Developer
7 12 (6.67%) Senior Data Engineer
8 11 (6.11%) Configuration Manager
8 11 (6.11%) Senior Configuration Manager
8 11 (6.11%) Senior Manager
9 10 (5.56%) Business Intelligence Consultant
9 10 (5.56%) Senior Developer
10 9 (5.00%) Associate Engineer
11 8 (4.44%) Business Intelligence Developer
11 8 (4.44%) Java Developer
11 8 (4.44%) Junior
11 8 (4.44%) Junior Developer
11 8 (4.44%) Junior Java Developer
11 8 (4.44%) Senior Java Developer
12 7 (3.89%) Analyst
Libraries, Frameworks & Software Standards
1 9 (5.00%) Node.js
1 9 (5.00%) React
1 9 (5.00%) Vue.js
2 8 (4.44%) JSON
2 8 (4.44%) Spring
2 8 (4.44%) Spring Boot
3 6 (3.33%) Kafka
4 4 (2.22%) .NET
5 3 (1.67%) Web Services
5 3 (1.67%) XML
6 2 (1.11%) Apache Avro
6 2 (1.11%) Apache Beam
6 2 (1.11%) ASP.NET
6 2 (1.11%) ASP.NET Web API
6 2 (1.11%) OpenAPI
6 2 (1.11%) REST
6 2 (1.11%) Swagger
7 1 (0.56%) .NET Core
7 1 (0.56%) ASP.NET Core
7 1 (0.56%) Twitter Bootstrap
Miscellaneous
1 29 (16.11%) Greenfield Project
2 13 (7.22%) Cloud Native
3 11 (6.11%) CMDB
3 11 (6.11%) Data Structures
4 10 (5.56%) Public Cloud
5 6 (3.33%) Blog
5 6 (3.33%) Self-Motivation
6 5 (2.78%) Cyber Defence
6 5 (2.78%) Cyberattack
7 3 (1.67%) Hybrid Cloud
7 3 (1.67%) Taxonomies
7 3 (1.67%) User Experience
8 2 (1.11%) Online Banking
8 2 (1.11%) Wiki
9 1 (0.56%) Data Protection Act
9 1 (0.56%) IoT
9 1 (0.56%) Life Science
9 1 (0.56%) Mainframe
9 1 (0.56%) NHS
9 1 (0.56%) Reference Data
Operating Systems
1 8 (4.44%) Linux
Processes & Methodologies
1 69 (38.33%) ETL
2 65 (36.11%) Agile
3 63 (35.00%) Business Intelligence
4 58 (32.22%) Analytics
5 46 (25.56%) Data Engineering
6 38 (21.11%) Data Pipeline
7 29 (16.11%) Data Architecture
7 29 (16.11%) DevOps
8 26 (14.44%) Data Management
8 26 (14.44%) Visualisation
9 23 (12.78%) Problem-Solving
9 23 (12.78%) Risk Assessment
10 21 (11.67%) Data Science
11 20 (11.11%) Data Integration
12 19 (10.56%) Data Analytics
13 18 (10.00%) CI/CD
13 18 (10.00%) Microservices
14 17 (9.44%) Physical Data Model
15 16 (8.89%) Full Stack Development
15 16 (8.89%) IT Strategy
Programming Languages
1 86 (47.78%) SQL
2 48 (26.67%) Python
3 23 (12.78%) T-SQL
4 22 (12.22%) Java
5 12 (6.67%) Go
6 9 (5.00%) VBA
7 6 (3.33%) C#
8 5 (2.78%) R
9 2 (1.11%) JavaScript
Qualifications
1 36 (20.00%) Security Cleared
2 16 (8.89%) Degree
3 12 (6.67%) SC Cleared
4 4 (2.22%) Computer Science Degree
5 3 (1.67%) Numerate Degree
6 1 (0.56%) TOGAF Certification
Quality Assurance & Compliance
1 40 (22.22%) Data Quality
2 8 (4.44%) QA
3 6 (3.33%) Accessibility
4 2 (1.11%) GDPR
System Software
1 13 (7.22%) Docker
Systems Management
1 4 (2.22%) Kubernetes
2 3 (1.67%) Istio
Vendors
1 18 (10.00%) Microsoft
2 14 (7.78%) Informatica
3 13 (7.22%) SAP
4 11 (6.11%) Databricks
5 10 (5.56%) Google
6 5 (2.78%) Oracle
7 4 (2.22%) IBM
7 4 (2.22%) RedGate
8 3 (1.67%) Salesforce.com
9 2 (1.11%) Alteryx
9 2 (1.11%) JD Edwards
10 1 (0.56%) Cognos
10 1 (0.56%) Hyperion
10 1 (0.56%) Teradata