Period
to 20 May 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 20 May 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Cambridgeshire > Cambridge
6 months to
20 May 2018
Same period 2017 Same period 2016
Rank 158 137 139
Rank change year-on-year -21 +2 +16
Permanent jobs citing ETL 26 25 25
As % of all permanent IT jobs advertised in Cambridge 0.84% 0.98% 0.91%
As % of the Processes & Methodologies category 0.89% 1.08% 1.00%
Number of salaries quoted 15 19 23
Cambridge median annual salary £47,500 £62,500 £50,000
Median salary % change year-on-year -24.00% +25.00% -33.33%
10th Percentile £40,440 £41,000 £41,500
90th Percentile £52,500 £98,750 £65,000
Cambridgeshire median annual salary £45,000 £44,500 £47,500
% change year-on-year +1.12% -6.32% -25.49%

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 2,924 2,321 2,510
As % of all permanent IT jobs advertised in Cambridge 94.44% 91.16% 91.34%
Number of salaries quoted 1,937 1,806 1,964
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £29,711 £27,500 £28,750
90th Percentile £67,500 £67,500 £65,000
Cambridgeshire median annual salary £46,500 £45,000 £43,000
% change year-on-year +3.33% +4.65% +1.18%

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 20 May 2018.

Salary histogram for ETL in Cambridge

For the 6 months to 20 May 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 22 (84.62%) SQL
1 22 (84.62%) SQL Server
2 19 (73.08%) Microsoft
3 16 (61.54%) T-SQL
3 16 (61.54%) SQL Server Reporting Services
3 16 (61.54%) SQL Server Integration Services
4 13 (50.00%) Replication
5 11 (42.31%) PowerShell
6 8 (30.77%) Windows Server 2008
6 8 (30.77%) SQL Server 2008
6 8 (30.77%) SQL Server Analysis Services
6 8 (30.77%) Amazon AWS
6 8 (30.77%) SQL Server 2012
6 8 (30.77%) Windows Server 2012
6 8 (30.77%) Database Mirroring
6 8 (30.77%) WorldPay
6 8 (30.77%) Windows Server
6 8 (30.77%) Deployment Automation
6 8 (30.77%) Clustering
6 8 (30.77%) Stakeholder Management
6 8 (30.77%) Finance
6 8 (30.77%) SQL Server 2005
6 8 (30.77%) ITIL
6 8 (30.77%) Windows
6 8 (30.77%) Windows Server 2003
7 7 (26.92%) Microsoft Azure
8 6 (23.08%) .NET
9 5 (19.23%) C#
9 5 (19.23%) OLAP
9 5 (19.23%) Business Intelligence

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 2 (7.69%) Apache Spark
2 1 (3.85%) Apache
2 1 (3.85%) Apache Solr
2 1 (3.85%) SAS
Applications
1 1 (3.85%) Microsoft Excel
Cloud Services
1 8 (30.77%) Amazon AWS
2 7 (26.92%) Microsoft Azure
3 2 (7.69%) Google Analytics
Communications & Networking
1 3 (11.54%) SAN
2 1 (3.85%) SMS
Database & Business Intelligence
1 22 (84.62%) SQL Server
2 16 (61.54%) SQL Server Integration Services
2 16 (61.54%) SQL Server Reporting Services
3 8 (30.77%) SQL Server 2005
3 8 (30.77%) SQL Server 2008
3 8 (30.77%) SQL Server 2012
3 8 (30.77%) SQL Server Analysis Services
4 5 (19.23%) OLAP
4 5 (19.23%) OLTP
4 5 (19.23%) Power BI
5 4 (15.38%) Amazon RDS
5 4 (15.38%) MySQL
6 3 (11.54%) Couchbase
6 3 (11.54%) Data Warehouse
6 3 (11.54%) MS Access
6 3 (11.54%) NoSQL
7 2 (7.69%) Apache Hive
7 2 (7.69%) Hadoop
7 2 (7.69%) Relational Database
8 1 (3.85%) Impala
Development Applications
1 5 (19.23%) SQL Server Management Studio (SSMS)
2 3 (11.54%) Team Foundation Server
General
1 8 (30.77%) Finance
2 5 (19.23%) Advertising
3 1 (3.85%) Games
3 1 (3.85%) Manufacturing
3 1 (3.85%) Marketing
3 1 (3.85%) Retail
Job Titles
1 16 (61.54%) DBA
2 15 (57.69%) Administrator
3 13 (50.00%) SQL DBA
4 7 (26.92%) Developer
5 5 (19.23%) Microsoft Developer
6 3 (11.54%) SQL Server DBA
7 2 (7.69%) Business Developer
7 2 (7.69%) Business Intelligence Developer
7 2 (7.69%) Microsoft BI Developer
8 1 (3.85%) Computer Scientist
8 1 (3.85%) Data Insight Analyst
8 1 (3.85%) Data Scientist
8 1 (3.85%) Hadoop Developer
8 1 (3.85%) Insight Analyst
8 1 (3.85%) Insight Data Analyst
8 1 (3.85%) Principal Developer
8 1 (3.85%) Research Scientist
8 1 (3.85%) Senior Insight Analyst
8 1 (3.85%) Web Analytics Specialist
8 1 (3.85%) Web Specialist
Libraries, Frameworks & Software Standards
1 6 (23.08%) .NET
2 5 (19.23%) WPF
3 2 (7.69%) Kafka
4 1 (3.85%) Akka
4 1 (3.85%) TensorFlow
Miscellaneous
1 13 (50.00%) Replication
2 8 (30.77%) Clustering
3 1 (3.85%) Computer Science
3 1 (3.85%) Mobile App
3 1 (3.85%) Mobile Payment
Operating Systems
1 8 (30.77%) Windows
1 8 (30.77%) Windows Server
1 8 (30.77%) Windows Server 2003
1 8 (30.77%) Windows Server 2008
1 8 (30.77%) Windows Server 2012
Processes & Methodologies
1 8 (30.77%) Database Mirroring
1 8 (30.77%) Deployment Automation
1 8 (30.77%) ITIL
1 8 (30.77%) Stakeholder Management
2 5 (19.23%) Business Intelligence
2 5 (19.23%) Data Cleansing
2 5 (19.23%) Performance Testing
3 4 (15.38%) Analytics
3 4 (15.38%) Data Modelling
3 4 (15.38%) Data Security
4 3 (11.54%) Dashboard Development
4 3 (11.54%) Data Management
4 3 (11.54%) Database Tuning
4 3 (11.54%) ETL Development
4 3 (11.54%) Kimball Methodology
4 3 (11.54%) Performance Tuning
4 3 (11.54%) Problem-Solving
4 3 (11.54%) Unit Testing
4 3 (11.54%) Validation
5 2 (7.69%) Data Science
Programming Languages
1 22 (84.62%) SQL
2 16 (61.54%) T-SQL
3 11 (42.31%) PowerShell
4 5 (19.23%) C#
5 3 (11.54%) Java
5 3 (11.54%) Python
5 3 (11.54%) R
5 3 (11.54%) VBA
6 2 (7.69%) Scala
7 1 (3.85%) Bash Shell
7 1 (3.85%) Perl
7 1 (3.85%) PHP
Qualifications
1 1 (3.85%) PhD
Quality Assurance & Compliance
1 1 (3.85%) QA
System Software
1 1 (3.85%) Apache Flume
1 1 (3.85%) HDFS
Systems Management
1 1 (3.85%) Oozie
1 1 (3.85%) Terraform
Vendors
1 19 (73.08%) Microsoft
2 8 (30.77%) WorldPay
3 3 (11.54%) Google
4 2 (7.69%) Hortonworks
5 1 (3.85%) CA
5 1 (3.85%) Cloudera
5 1 (3.85%) Facebook
5 1 (3.85%) MapR
5 1 (3.85%) Tableau