Period
to 17 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Cambridge 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 17 November 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Cambridgeshire > Cambridge
6 months to
17 Nov 2018
Same period 2017 Same period 2016
Rank 110 163 122
Rank change year-on-year +53 -41 +25
Permanent jobs citing ETL 31 19 28
As % of all permanent IT jobs advertised in Cambridge 1.50% 0.62% 1.22%
As % of the Processes & Methodologies category 1.61% 0.66% 1.35%
Number of salaries quoted 29 15 24
Cambridge median annual salary £47,500 £32,500 £61,250
Median salary % change year-on-year +46.15% -46.94% +36.11%
10th Percentile £40,980 £29,000 £50,000
90th Percentile £60,000 £71,000 £98,750
Cambridgeshire median annual salary £47,500 £32,500 £57,500
% change year-on-year +46.15% -43.48% +27.78%

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 Cambridge with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridge
Permanent vacancies with a requirement for process or methodology skills 1,930 2,864 2,076
As % of all permanent IT jobs advertised in Cambridge 93.37% 94.18% 90.73%
Number of salaries quoted 1,510 2,185 1,706
Cambridge median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% -
10th Percentile £30,000 £29,000 £26,250
90th Percentile £72,500 £72,500 £67,500
Cambridgeshire median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +1.12%

ETL
Job Vacancy Trend in Cambridge

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

Job vacancy trend for ETL in Cambridge

ETL
Salary Trend in Cambridge

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

Salary trend for ETL in Cambridge

ETL
Salary Histogram in Cambridge

The salary distribution of IT jobs citing ETL in Cambridge over the 6 months to 17 November 2018.

Salary histogram for ETL in Cambridge

For the 6 months to 17 November 2018, 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 Cambridge region with a requirement for ETL.

1 20 (64.52%) SQL
1 20 (64.52%) Agile Software Development
2 18 (58.06%) SQL Server Integration Services
2 18 (58.06%) Hadoop
3 16 (51.61%) Microsoft Azure
4 15 (48.39%) Analytics
5 14 (45.16%) SQL Server Reporting Services
6 13 (41.94%) Business Intelligence
6 13 (41.94%) Relational Database
7 12 (38.71%) Hortonworks
7 12 (38.71%) Data Science
7 12 (38.71%) CA
7 12 (38.71%) Retail
8 11 (35.48%) Data Modelling
8 11 (35.48%) QA
8 11 (35.48%) Microsoft
8 11 (35.48%) SQL Server
9 10 (32.26%) SQL Server Analysis Services
10 9 (29.03%) Scala
10 9 (29.03%) Java
10 9 (29.03%) Python
10 9 (29.03%) Data Lake
10 9 (29.03%) Azure Data Factory
10 9 (29.03%) Bash Shell
10 9 (29.03%) Azure SQL Database
10 9 (29.03%) Data Analysis Expressions (DAX)
11 8 (25.81%) Apache Hive
11 8 (25.81%) Data Warehouse
11 8 (25.81%) Amazon AWS
12 7 (22.58%) Data Management

ETL
Co-occurring IT Skills in Cambridge 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 7 (22.58%) Apache Spark
Applications
1 5 (16.13%) Microsoft Excel
Cloud Services
1 16 (51.61%) Microsoft Azure
2 9 (29.03%) Azure Data Factory
3 8 (25.81%) Amazon AWS
4 1 (3.23%) Amazon EMR
4 1 (3.23%) Amazon S3
Database & Business Intelligence
1 18 (58.06%) Hadoop
1 18 (58.06%) SQL Server Integration Services
2 14 (45.16%) SQL Server Reporting Services
3 13 (41.94%) Relational Database
4 11 (35.48%) SQL Server
5 10 (32.26%) SQL Server Analysis Services
6 9 (29.03%) Azure SQL Database
6 9 (29.03%) Data Lake
7 8 (25.81%) Apache Hive
7 8 (25.81%) Data Warehouse
8 7 (22.58%) Sqoop
9 6 (19.35%) Big Data
10 5 (16.13%) Azure SQL Data Warehouse
10 5 (16.13%) Cosmos DB
11 4 (12.90%) Microsoft Analysis Services
11 4 (12.90%) Power BI
11 4 (12.90%) PowerPivot
12 2 (6.45%) QlikView
12 2 (6.45%) SQL Server 2008
13 1 (3.23%) DTS
Development Applications
1 1 (3.23%) GitLab
General
1 12 (38.71%) Retail
2 4 (12.90%) Finance
3 1 (3.23%) Advertising
3 1 (3.23%) Pharmaceutical
3 1 (3.23%) Publishing
Job Titles
1 28 (90.32%) Developer
2 15 (48.39%) Hadoop Developer
3 10 (32.26%) Business Intelligence Developer
4 7 (22.58%) ETL Developer
4 7 (22.58%) Principal Developer
5 5 (16.13%) Business Developer
5 5 (16.13%) Data Warehouse Developer
5 5 (16.13%) SQL BI Developer
5 5 (16.13%) SQL Developer
5 5 (16.13%) SQL Server BI Developer
5 5 (16.13%) SQL Server Data Warehouse Developer
5 5 (16.13%) SQL Server Developer
6 3 (9.68%) Senior Developer
7 2 (6.45%) Senior Hadoop Developer
8 1 (3.23%) .NET Developer
8 1 (3.23%) Analyst Developer
8 1 (3.23%) Business Intelligence Support Analyst
8 1 (3.23%) SQL DBA
8 1 (3.23%) Support Analyst
8 1 (3.23%) Systems Support
Libraries, Frameworks & Software Standards
1 7 (22.58%) Kafka
2 4 (12.90%) JSON
3 2 (6.45%) .NET
3 2 (6.45%) .NET Framework
4 1 (3.23%) Apache Camel
4 1 (3.23%) REST
4 1 (3.23%) SOAP
4 1 (3.23%) Web Services
Miscellaneous
1 1 (3.23%) Computer Science
1 1 (3.23%) Management Information System
Operating Systems
1 1 (3.23%) Linux
Processes & Methodologies
1 20 (64.52%) Agile Software Development
2 15 (48.39%) Analytics
3 13 (41.94%) Business Intelligence
4 12 (38.71%) Data Science
5 11 (35.48%) Data Modelling
6 7 (22.58%) Data Governance
6 7 (22.58%) Data Management
6 7 (22.58%) MapReduce
6 7 (22.58%) PRINCE2
6 7 (22.58%) Waterfall
7 4 (12.90%) Data Analysis
7 4 (12.90%) Database Tuning
7 4 (12.90%) Dimensional Modelling
7 4 (12.90%) Kimball Methodology
7 4 (12.90%) Performance Tuning
7 4 (12.90%) Scrum
8 3 (9.68%) Mentoring
9 2 (6.45%) Data Integration
10 1 (3.23%) Continuous Improvement
10 1 (3.23%) Information Architecture
Programming Languages
1 20 (64.52%) SQL
2 9 (29.03%) Bash Shell
2 9 (29.03%) Data Analysis Expressions (DAX)
2 9 (29.03%) Java
2 9 (29.03%) Python
2 9 (29.03%) Scala
3 7 (22.58%) R
3 7 (22.58%) T-SQL
4 4 (12.90%) PowerShell
5 2 (6.45%) C#
Quality Assurance & Compliance
1 11 (35.48%) QA
System Software
1 7 (22.58%) HDFS
Systems Management
1 7 (22.58%) Oozie
Vendors
1 12 (38.71%) CA
1 12 (38.71%) Hortonworks
2 11 (35.48%) Microsoft
3 5 (16.13%) Databricks
3 5 (16.13%) Tableau
4 1 (3.23%) Talend