Period
to 18 February 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 18 February 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Cambridgeshire > Cambridge
6 months to
18 Feb 2018
Same period 2017 Same period 2016
Rank 161 117 138
Rank change year-on-year -44 +21 +16
Permanent jobs citing ETL 18 30 31
As % of all permanent IT jobs advertised in Cambridge 0.56% 1.34% 1.04%
As % of the Processes & Methodologies category 0.59% 1.48% 1.16%
Number of salaries quoted 11 26 26
Cambridge median annual salary £50,000 £77,500 £45,000
Median salary % change year-on-year -35.48% +72.22% -35.71%
10th Percentile £40,000 £54,375 £34,125
90th Percentile £85,000 £98,750 £65,000
Cambridgeshire median annual salary £45,000 £62,500 £47,500
% change year-on-year -28.00% +31.58% -20.83%

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 3,037 2,031 2,679
As % of all permanent IT jobs advertised in Cambridge 93.82% 90.43% 89.54%
Number of salaries quoted 2,215 1,679 2,189
Cambridge median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +5.88%
10th Percentile £30,000 £26,250 £29,750
90th Percentile £71,150 £67,500 £65,000
Cambridgeshire median annual salary £50,000 £45,000 £43,000
% change year-on-year +11.11% +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 18 February 2018.

Salary histogram for ETL in Cambridge

For the 6 months to 18 February 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 14 (77.78%) SQL
2 11 (61.11%) SQL Server
3 9 (50.00%) Microsoft
4 7 (38.89%) Replication
4 7 (38.89%) Data Modelling
4 7 (38.89%) Data Warehouse
4 7 (38.89%) Amazon AWS
5 6 (33.33%) SQL Server Integration Services
5 6 (33.33%) PowerShell
5 6 (33.33%) T-SQL
5 6 (33.33%) SQL Server Reporting Services
6 5 (27.78%) Python
6 5 (27.78%) Performance Testing
6 5 (27.78%) Analytics
7 4 (22.22%) Amazon RDS
7 4 (22.22%) Performance Tuning
7 4 (22.22%) NoSQL
7 4 (22.22%) Big Data
7 4 (22.22%) SQL Server Analysis Services
7 4 (22.22%) Database Tuning
7 4 (22.22%) Hadoop
7 4 (22.22%) MySQL
7 4 (22.22%) Google
7 4 (22.22%) Data Security
8 3 (16.67%) Finance
8 3 (16.67%) Validation
8 3 (16.67%) Java
8 3 (16.67%) VBA
8 3 (16.67%) Linux
8 3 (16.67%) MS Access

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 (11.11%) Apache Solr
2 1 (5.56%) Apache
2 1 (5.56%) Apache Spark
2 1 (5.56%) Elasticsearch
2 1 (5.56%) SAS
Applications
1 1 (5.56%) Microsoft Excel
Business Applications
1 1 (5.56%) SAP MDG
1 1 (5.56%) SAP MDM
Cloud Services
1 7 (38.89%) Amazon AWS
2 2 (11.11%) Google Analytics
3 1 (5.56%) Microsoft Azure
Communications & Networking
1 3 (16.67%) SAN
Database & Business Intelligence
1 11 (61.11%) SQL Server
2 7 (38.89%) Data Warehouse
3 6 (33.33%) SQL Server Integration Services
3 6 (33.33%) SQL Server Reporting Services
4 4 (22.22%) Amazon RDS
4 4 (22.22%) Big Data
4 4 (22.22%) Hadoop
4 4 (22.22%) MySQL
4 4 (22.22%) NoSQL
4 4 (22.22%) SQL Server Analysis Services
5 3 (16.67%) Couchbase
5 3 (16.67%) Data Mining
5 3 (16.67%) MS Access
6 2 (11.11%) Apache Cassandra
6 2 (11.11%) SQL Server 2005
6 2 (11.11%) SQL Server 2008
6 2 (11.11%) SQL Server 2012
7 1 (5.56%) Apache Hive
7 1 (5.56%) Oracle BI EE
7 1 (5.56%) Spotfire
Development Applications
1 3 (16.67%) Team Foundation Server
2 1 (5.56%) ERwin
2 1 (5.56%) SQL Server Management Studio (SSMS)
General
1 3 (16.67%) Finance
2 2 (11.11%) Games
3 1 (5.56%) Advertising
3 1 (5.56%) Manufacturing
Job Titles
1 8 (44.44%) DBA
2 6 (33.33%) Administrator
3 5 (27.78%) SQL DBA
4 3 (16.67%) Developer
4 3 (16.67%) Microsoft Developer
5 2 (11.11%) Architect
5 2 (11.11%) Data Engineer
5 2 (11.11%) Senior Data Engineer
6 1 (5.56%) Analyst
6 1 (5.56%) Business Intelligence Architect
6 1 (5.56%) Computer Scientist
6 1 (5.56%) Computer Vision Scientist
6 1 (5.56%) Data Architect
6 1 (5.56%) Data Insight Analyst
6 1 (5.56%) Information Architect
6 1 (5.56%) Insight Analyst
6 1 (5.56%) Insight Data Analyst
6 1 (5.56%) Senior Analyst
6 1 (5.56%) Web Analytics Specialist
6 1 (5.56%) Web Specialist
Libraries, Frameworks & Software Standards
1 1 (5.56%) .NET
1 1 (5.56%) Akka
1 1 (5.56%) DBIx::Class
1 1 (5.56%) Kafka
1 1 (5.56%) Lucene
1 1 (5.56%) SQLAlchemy
1 1 (5.56%) TensorFlow
1 1 (5.56%) Web Services
1 1 (5.56%) WPF
1 1 (5.56%) Xapian
Miscellaneous
1 7 (38.89%) Replication
2 2 (11.11%) Clustering
3 1 (5.56%) Analytical Skills
3 1 (5.56%) Computer Science
3 1 (5.56%) Life Science
3 1 (5.56%) Mobile App
3 1 (5.56%) Mobile Payment
Operating Systems
1 3 (16.67%) Linux
2 2 (11.11%) Windows
2 2 (11.11%) Windows Server
2 2 (11.11%) Windows Server 2003
2 2 (11.11%) Windows Server 2008
2 2 (11.11%) Windows Server 2012
3 1 (5.56%) Unix
Processes & Methodologies
1 7 (38.89%) Data Modelling
2 5 (27.78%) Analytics
2 5 (27.78%) Performance Testing
3 4 (22.22%) Data Security
3 4 (22.22%) Database Tuning
3 4 (22.22%) Performance Tuning
4 3 (16.67%) Data Science
4 3 (16.67%) ETL Development
4 3 (16.67%) Kimball Methodology
4 3 (16.67%) Machine Learning
4 3 (16.67%) Unit Testing
4 3 (16.67%) Validation
5 2 (11.11%) Customer Insight
5 2 (11.11%) Data Analysis
5 2 (11.11%) Data Engineering
5 2 (11.11%) Data Management
5 2 (11.11%) Database Mirroring
5 2 (11.11%) Stakeholder Management
5 2 (11.11%) Statistics
5 2 (11.11%) Web Analytics
Programming Languages
1 14 (77.78%) SQL
2 6 (33.33%) PowerShell
2 6 (33.33%) T-SQL
3 5 (27.78%) Python
4 3 (16.67%) Java
4 3 (16.67%) Scala
4 3 (16.67%) VBA
5 2 (11.11%) R
5 2 (11.11%) Ruby
6 1 (5.56%) Bash Shell
6 1 (5.56%) C#
6 1 (5.56%) Perl
Qualifications
1 1 (5.56%) PhD
System Software
1 1 (5.56%) Apache Flume
1 1 (5.56%) Oracle RAC
Systems Management
1 1 (5.56%) Ansible
1 1 (5.56%) Failover Clustering
1 1 (5.56%) Packer
1 1 (5.56%) Terraform
Vendors
1 9 (50.00%) Microsoft
2 4 (22.22%) Google
3 2 (11.11%) Oracle
3 2 (11.11%) WorldPay
4 1 (5.56%) Cloudera
4 1 (5.56%) Facebook
4 1 (5.56%) Hortonworks
4 1 (5.56%) Informatica
4 1 (5.56%) MapR
4 1 (5.56%) SAP
4 1 (5.56%) Tableau
4 1 (5.56%) Talend