Period
to 26 January 2020

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Data Transformation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Transformation over the 6 months to 26 January 2020 with a comparison to the same period in the previous 2 years.

Data Transformation
England > North West
6 months to
26 Jan 2020
Same period 2019 Same period 2018
Rank 261 322 353
Rank change year-on-year +61 +31 -8
Permanent jobs citing Data Transformation 39 16 25
As % of all permanent IT jobs advertised in the North West 0.45% 0.15% 0.20%
As % of the Processes & Methodologies category 0.49% 0.17% 0.21%
Number of salaries quoted 39 11 25
North West median annual salary £52,500 £42,500 £45,000
Median salary % change year-on-year +23.53% -5.56% +20.00%
10th Percentile £42,500 £35,000 £27,500
90th Percentile £65,000 £63,750 £75,000
England median annual salary £60,000 £60,000 £50,000
% change year-on-year - +20.00% -4.76%

Data Transformation 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 the North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 7,971 9,595 11,773
As % of all permanent IT jobs advertised in the North West 92.48% 91.47% 92.22%
Number of salaries quoted 6,306 7,732 9,363
North West median annual salary £45,000 £45,000 £45,000
10th Percentile £27,500 £26,908 £26,750
90th Percentile £70,000 £70,000 £66,250
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Data Transformation
Job Vacancy Trend in the North West

Job postings citing Data Transformation as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Data Transformation in the North West

Data Transformation
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Transformation in the North West.

Salary trend for Data Transformation in the North West

Data Transformation
Salary Histogram in the North West

The salary distribution of IT jobs citing Data Transformation in the North West over the 6 months to 26 January 2020.

Salary histogram for Data Transformation in the North West

Data Transformation
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Transformation within the North West region over the 6 months to 26 January 2020. 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
Manchester +72 38 £52,500 +23.53% 13
Merseyside +12 1 £24,000 -46.67% 1
Data Transformation
England

For the 6 months to 26 January 2020, IT jobs citing Data Transformation 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 North West region with a requirement for Data Transformation.

1 36 (92.31%) SQL
2 26 (66.67%) ETL
3 19 (48.72%) DevOps
4 17 (43.59%) GCP
4 17 (43.59%) Amazon Redshift
4 17 (43.59%) Azure
4 17 (43.59%) AWS
5 15 (38.46%) Bash Shell
5 15 (38.46%) Cloud Computing
5 15 (38.46%) Teradata
5 15 (38.46%) Marketing
5 15 (38.46%) Data Integration
5 15 (38.46%) Azure SQL Database
5 15 (38.46%) Linux
5 15 (38.46%) Data Warehouse
5 15 (38.46%) Snowflake Schema
5 15 (38.46%) SDLC
5 15 (38.46%) Presales
5 15 (38.46%) BigQuery
5 15 (38.46%) Azure SQL Data Warehouse
6 13 (33.33%) Kubernetes
7 11 (28.21%) Performance Optimisation
7 11 (28.21%) .NET Core
7 11 (28.21%) .NET
7 11 (28.21%) C#
7 11 (28.21%) NoSQL
8 10 (25.64%) Analytics
8 10 (25.64%) Apache Spark
9 8 (20.51%) Impala
9 8 (20.51%) Performance Tuning

Data Transformation
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 10 (25.64%) Apache Spark
2 2 (5.13%) Elasticsearch
Applications
1 1 (2.56%) Spreadsheet
Business Applications
1 4 (10.26%) Sparx Enterprise Architect
Cloud Services
1 17 (43.59%) AWS
1 17 (43.59%) Azure
1 17 (43.59%) GCP
2 15 (38.46%) Cloud Computing
3 2 (5.13%) Power Platform
Database & Business Intelligence
1 17 (43.59%) Amazon Redshift
2 15 (38.46%) Azure SQL Data Warehouse
2 15 (38.46%) Azure SQL Database
2 15 (38.46%) BigQuery
2 15 (38.46%) Data Warehouse
2 15 (38.46%) Snowflake Schema
3 11 (28.21%) NoSQL
4 8 (20.51%) Apache Hive
4 8 (20.51%) Data Lake
4 8 (20.51%) Hadoop
4 8 (20.51%) Impala
4 8 (20.51%) Sqoop
4 8 (20.51%) Star Schema
5 7 (17.95%) Big Data
6 4 (10.26%) Data Mining
6 4 (10.26%) Oracle OWB
7 2 (5.13%) MongoDB
7 2 (5.13%) PostgreSQL
7 2 (5.13%) QlikView
7 2 (5.13%) Relational Database
Development Applications
1 2 (5.13%) TeamCity
General
1 15 (38.46%) Marketing
2 2 (5.13%) Automotive
2 2 (5.13%) Finance
Job Titles
1 19 (48.72%) Developer
2 11 (28.21%) .NET Developer
2 11 (28.21%) Full Stack Developer
2 11 (28.21%) Senior .NET Developer
2 11 (28.21%) Senior Developer
2 11 (28.21%) Senior Full Stack Developer
3 8 (20.51%) Architect
3 8 (20.51%) Solutions Architect
4 7 (17.95%) Consultant
4 7 (17.95%) ETL Consultant
4 7 (17.95%) Hadoop Developer
4 7 (17.95%) Technical Consultant
5 3 (7.69%) Big Data Developer
6 2 (5.13%) Analyst
6 2 (5.13%) Cloud Engineer
6 2 (5.13%) Data Analyst
6 2 (5.13%) Data Engineer
6 2 (5.13%) Kubernetes Engineer
7 1 (2.56%) QlikView Analyst
7 1 (2.56%) Service Analyst
Libraries, Frameworks & Software Standards
1 11 (28.21%) .NET
1 11 (28.21%) .NET Core
2 4 (10.26%) MLlib
3 2 (5.13%) Kafka
Miscellaneous
1 3 (7.69%) Analytical Skills
2 2 (5.13%) Greenfield Project
3 1 (2.56%) Self-Motivation
3 1 (2.56%) Social Media
Operating Systems
1 15 (38.46%) Linux
Processes & Methodologies
1 26 (66.67%) ETL
2 19 (48.72%) DevOps
3 15 (38.46%) Data Integration
3 15 (38.46%) Presales
3 15 (38.46%) SDLC
4 11 (28.21%) Performance Optimisation
5 10 (25.64%) Analytics
6 8 (20.51%) Agile Software Development
6 8 (20.51%) Data Modelling
6 8 (20.51%) Performance Tuning
6 8 (20.51%) Scrum
7 4 (10.26%) Machine Learning
8 2 (5.13%) Cluster Analysis
8 2 (5.13%) Coaching
8 2 (5.13%) Data Analytics
8 2 (5.13%) Data Science
8 2 (5.13%) Data Visualisation
8 2 (5.13%) Linear Regression
8 2 (5.13%) Technical Leadership
8 2 (5.13%) Visualisation
Programming Languages
1 36 (92.31%) SQL
2 15 (38.46%) Bash Shell
3 11 (28.21%) C#
4 8 (20.51%) Java
4 8 (20.51%) Python
4 8 (20.51%) R
4 8 (20.51%) Scala
5 4 (10.26%) PL/SQL
6 1 (2.56%) PowerShell
6 1 (2.56%) VBA
6 1 (2.56%) VBScript
Quality Assurance & Compliance
1 1 (2.56%) Data Quality
System Software
1 2 (5.13%) Docker
Systems Management
1 13 (33.33%) Kubernetes
2 2 (5.13%) Terraform
Vendors
1 15 (38.46%) Teradata
2 8 (20.51%) Informatica
2 8 (20.51%) Talend
3 4 (10.26%) Cloudera
3 4 (10.26%) Oracle
3 4 (10.26%) Sparx
4 2 (5.13%) Snowplow
4 2 (5.13%) Tableau