Period
to 23 March 2019

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 23 March 2019 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
East of England > Cambridgeshire
6 months to
23 Mar 2019
Same period 2018 Same period 2017
Rank 136 190 139
Rank change year-on-year +54 -51 +4
Permanent jobs citing ETL 37 30 48
As % of all permanent IT jobs advertised in Cambridgeshire 1.30% 0.67% 1.42%
As % of the Processes & Methodologies category 1.40% 0.71% 1.57%
Number of salaries quoted 36 17 44
Cambridgeshire median annual salary £45,000 £45,000 £60,000
Median salary % change year-on-year - -25.00% +26.32%
10th Percentile £33,375 £37,000 £42,250
90th Percentile £60,000 £70,000 £98,750
East of England median annual salary £60,000 £49,000 £50,000
% change year-on-year +22.45% -2.00% +5.26%

ETL 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 Cambridgeshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Permanent vacancies with a requirement for process or methodology skills 2,640 4,202 3,055
As % of all permanent IT jobs advertised in Cambridgeshire 92.79% 93.27% 90.25%
Number of salaries quoted 1,897 3,038 2,452
Cambridgeshire median annual salary £49,000 £47,500 £45,000
Median salary % change year-on-year +3.16% +5.56% +5.88%
10th Percentile £28,650 £29,000 £26,525
90th Percentile £72,500 £67,500 £64,500
East of England median annual salary £47,500 £50,000 £45,000
% change year-on-year -5.00% +11.11% -

ETL
Job Vacancy Trend in Cambridgeshire

Job postings citing ETL as a percentage of all IT jobs advertised in Cambridgeshire.

Job vacancy trend for ETL in Cambridgeshire

ETL
Salary Trend in Cambridgeshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in Cambridgeshire.

Salary trend for ETL in Cambridgeshire

ETL
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing ETL in Cambridgeshire over the 6 months to 23 March 2019.

Salary histogram for ETL in Cambridgeshire

ETL
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Cambridgeshire region over the 6 months to 23 March 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge +57 28 £47,500 -2.56% 2
Peterborough -8 6 £42,500 -5.56%
Huntingdon -2 1 - -
ETL
East of England

For the 6 months to 23 March 2019, IT jobs citing ETL 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 Cambridgeshire region with a requirement for ETL.

1 28 (75.68%) SQL
2 24 (64.86%) SQL Server
2 24 (64.86%) SQL Server Integration Services
3 22 (59.46%) Microsoft
4 18 (48.65%) Business Intelligence
5 16 (43.24%) Power BI
6 14 (37.84%) Visual Studio
6 14 (37.84%) SQL Server Reporting Services
6 14 (37.84%) PowerShell
6 14 (37.84%) Analytical Skills
7 12 (32.43%) Data Warehouse
8 11 (29.73%) Microsoft Excel
8 11 (29.73%) CRM
8 11 (29.73%) SharePoint
8 11 (29.73%) Dynamics CRM
8 11 (29.73%) Microsoft Azure
8 11 (29.73%) Analytics
9 10 (27.03%) SSDT
9 10 (27.03%) Dynamics 365
9 10 (27.03%) Life Science
9 10 (27.03%) Document Management
10 9 (24.32%) Finance
11 8 (21.62%) Agile Software Development
11 8 (21.62%) Python
11 8 (21.62%) T-SQL
11 8 (21.62%) Data Science
12 7 (18.92%) Hadoop
12 7 (18.92%) Tableau
13 6 (16.22%) SQL Server Analysis Services
13 6 (16.22%) Data Modelling

ETL
Co-occurring IT Skills in Cambridgeshire 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 11 (29.73%) SharePoint
2 5 (13.51%) Apache Spark
3 3 (8.11%) Apache
3 3 (8.11%) SAS
4 2 (5.41%) Apache Airflow
4 2 (5.41%) Drupal
4 2 (5.41%) Elasticsearch
4 2 (5.41%) Jupyter
Applications
1 11 (29.73%) Microsoft Excel
2 1 (2.70%) SPSS
Business Applications
1 11 (29.73%) Dynamics CRM
Cloud Services
1 11 (29.73%) Microsoft Azure
2 10 (27.03%) Dynamics 365
3 6 (16.22%) Azure Data Factory
4 5 (13.51%) Amazon AWS
5 2 (5.41%) Google Cloud Platform
5 2 (5.41%) Loggly
6 1 (2.70%) Amazon EMR
6 1 (2.70%) Amazon S3
6 1 (2.70%) Office 365
Database & Business Intelligence
1 24 (64.86%) SQL Server
1 24 (64.86%) SQL Server Integration Services
2 16 (43.24%) Power BI
3 14 (37.84%) SQL Server Reporting Services
4 12 (32.43%) Data Warehouse
5 10 (27.03%) SSDT
6 7 (18.92%) Hadoop
7 6 (16.22%) Data Lake
7 6 (16.22%) SQL Server Analysis Services
8 5 (13.51%) Azure SQL Database
8 5 (13.51%) Big Data
9 4 (10.81%) Apache Hive
9 4 (10.81%) QlikView
9 4 (10.81%) Relational Database
9 4 (10.81%) SQL Server 2012
10 3 (8.11%) Azure SQL Data Warehouse
10 3 (8.11%) Microsoft Analysis Services
10 3 (8.11%) PostgreSQL
10 3 (8.11%) PowerPivot
10 3 (8.11%) SQL Server 2016
Development Applications
1 14 (37.84%) Visual Studio
2 2 (5.41%) Jenkins
2 2 (5.41%) PHPUnit
2 2 (5.41%) Selenium
2 2 (5.41%) Travis CI
3 1 (2.70%) GitLab
3 1 (2.70%) SQL Server Management Studio (SSMS)
General
1 9 (24.32%) Finance
2 3 (8.11%) Publishing
3 2 (5.41%) Banking
3 2 (5.41%) Retail
4 1 (2.70%) Advertising
4 1 (2.70%) Manufacturing
4 1 (2.70%) Pharmaceutical
Job Titles
1 15 (40.54%) Developer
2 12 (32.43%) Analyst
3 10 (27.03%) Business Intelligence Developer
4 7 (18.92%) Business Intelligence Analyst
4 7 (18.92%) Data Engineer
4 7 (18.92%) DBA
5 6 (16.22%) Business Developer
5 6 (16.22%) SQL DBA
6 4 (10.81%) Analyst Developer
6 4 (10.81%) Developer Analyst
7 3 (8.11%) ETL Developer
7 3 (8.11%) Hadoop Developer
7 3 (8.11%) SQL Analyst
7 3 (8.11%) Systems Analyst
8 2 (5.41%) Data Warehouse Developer
8 2 (5.41%) Risk Analyst
8 2 (5.41%) Risk Analytics Analyst
8 2 (5.41%) SQL BI Developer
8 2 (5.41%) SQL Server Data Warehouse Developer
8 2 (5.41%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 4 (10.81%) Web Services
2 3 (8.11%) Apache NiFi
2 3 (8.11%) JSON
3 2 (5.41%) Apache Beam
3 2 (5.41%) Behat
3 2 (5.41%) Django
3 2 (5.41%) Kafka
3 2 (5.41%) Keras
3 2 (5.41%) Lucene
3 2 (5.41%) Node.js
3 2 (5.41%) pytest
3 2 (5.41%) Ruby on Rails
3 2 (5.41%) Symfony
3 2 (5.41%) TensorFlow
4 1 (2.70%) .NET
4 1 (2.70%) .NET Framework
4 1 (2.70%) Apache Camel
4 1 (2.70%) NumPy
4 1 (2.70%) Pandas
4 1 (2.70%) SOAP
Miscellaneous
1 14 (37.84%) Analytical Skills
2 10 (27.03%) Life Science
3 4 (10.81%) Management Information System
4 1 (2.70%) Hedge funds
Operating Systems
1 1 (2.70%) Unix
Processes & Methodologies
1 18 (48.65%) Business Intelligence
2 11 (29.73%) Analytics
2 11 (29.73%) CRM
3 10 (27.03%) Document Management
4 8 (21.62%) Agile Software Development
4 8 (21.62%) Data Science
5 6 (16.22%) Data Modelling
6 5 (13.51%) Data Analysis
6 5 (13.51%) Visualisation
7 4 (10.81%) Computer Science
7 4 (10.81%) Data Engineering
7 4 (10.81%) Dimensional Modelling
7 4 (10.81%) Machine Learning
7 4 (10.81%) Performance Tuning
8 3 (8.11%) Database Tuning
8 3 (8.11%) DevOps
8 3 (8.11%) IT Strategy
8 3 (8.11%) Kimball Methodology
8 3 (8.11%) Scrum
8 3 (8.11%) TDD
Programming Languages
1 28 (75.68%) SQL
2 14 (37.84%) PowerShell
3 8 (21.62%) Python
3 8 (21.62%) T-SQL
4 5 (13.51%) Data Analysis Expressions (DAX)
5 3 (8.11%) Java
5 3 (8.11%) Scala
6 2 (5.41%) Bash Shell
6 2 (5.41%) PHP
6 2 (5.41%) R
6 2 (5.41%) Ruby
6 2 (5.41%) VBA
7 1 (2.70%) C#
Qualifications
1 3 (8.11%) Computer Science Degree
1 3 (8.11%) Degree
Quality Assurance & Compliance
1 4 (10.81%) QA
System Software
1 3 (8.11%) Docker
2 1 (2.70%) HDFS
Systems Management
1 2 (5.41%) Kubernetes
1 2 (5.41%) Terraform
2 1 (2.70%) Oozie
Vendors
1 22 (59.46%) Microsoft
2 7 (18.92%) Tableau
3 2 (5.41%) CA
3 2 (5.41%) Databricks
3 2 (5.41%) Google
3 2 (5.41%) Hortonworks
3 2 (5.41%) New Relic
3 2 (5.41%) SaltStack
4 1 (2.70%) Cognos
4 1 (2.70%) Oracle
4 1 (2.70%) Talend