Period
to 21 November 2017

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 21 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Cambridgeshire > Cambridge
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 165 118 143
Rank change year-on-year -47 +25 +22
Permanent jobs citing ETL 18 29 16
As % of all permanent IT jobs advertised in Cambridge 0.57% 1.28% 0.56%
As % of the Processes & Methodologies category 0.62% 1.43% 0.64%
Number of salaries quoted 15 25 13
Cambridge median annual salary £32,500 £62,500 £45,000
Median salary % change year-on-year -48.00% +38.89% -5.26%
10th Percentile £29,000 £50,000 £32,250
90th Percentile £71,000 £98,750 £50,000
Cambridgeshire median annual salary £32,500 £60,000 £45,000
% change year-on-year -45.83% +33.33% -25.00%

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 2916 2027 2516
As % of all permanent IT jobs advertised in Cambridge 93.07% 89.33% 88.40%
Number of salaries quoted 2216 1667 2168
Cambridge median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +8.43%
10th Percentile £29,000 £26,250 £29,750
90th Percentile £72,500 £67,500 £62,875
Cambridgeshire median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

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 21 November 2017.

Salary histogram for ETL in Cambridge

For the 6 months to 21 November 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Cambridge region with a requirement for ETL.

1 17 (94.44%) SQL
2 12 (66.67%) Data Modelling
3 10 (55.56%) Data Mining
3 10 (55.56%) Analytics
3 10 (55.56%) Tableau
3 10 (55.56%) Analytical Skills
4 9 (50.00%) BusinessObjects
4 9 (50.00%) Finance
4 9 (50.00%) Statistics
4 9 (50.00%) Degree
4 9 (50.00%) Computer Science
5 8 (44.44%) JavaScript
5 8 (44.44%) XML
5 8 (44.44%) Mathematics
6 6 (33.33%) Python
6 6 (33.33%) Business Intelligence
7 5 (27.78%) Data Warehouse
7 5 (27.78%) SQL Server Integration Services
8 4 (22.22%) Linux
8 4 (22.22%) Perl
8 4 (22.22%) T-SQL
8 4 (22.22%) Bash Shell
9 3 (16.67%) Hadoop
9 3 (16.67%) Big Data
9 3 (16.67%) Amazon AWS
9 3 (16.67%) SQL Server
9 3 (16.67%) Microsoft
9 3 (16.67%) SQL Server Reporting Services
9 3 (16.67%) Advertising
10 2 (11.11%) Validation

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 1 (5.56%) Apache Solr
1 1 (5.56%) Elasticsearch
Applications
1 2 (11.11%) Microsoft Excel
Business Applications
1 1 (5.56%) SAP MDG
1 1 (5.56%) SAP MDM
Cloud Services
1 3 (16.67%) Amazon AWS
2 1 (5.56%) Microsoft Azure
Communications & Networking
1 2 (11.11%) SMS
Database & Business Intelligence
1 10 (55.56%) Data Mining
2 9 (50.00%) BusinessObjects
3 5 (27.78%) Data Warehouse
3 5 (27.78%) SQL Server Integration Services
4 3 (16.67%) Big Data
4 3 (16.67%) Hadoop
4 3 (16.67%) SQL Server
4 3 (16.67%) SQL Server Reporting Services
5 2 (11.11%) RDBMS
5 2 (11.11%) Relational Database
6 1 (5.56%) Amazon Redshift
6 1 (5.56%) Data Mart
6 1 (5.56%) MySQL
6 1 (5.56%) OLAP
6 1 (5.56%) OLTP
6 1 (5.56%) Oracle BI EE
6 1 (5.56%) PostgreSQL
6 1 (5.56%) PowerCenter
6 1 (5.56%) Spotfire
6 1 (5.56%) SQL Server Analysis Services
Development Applications
1 1 (5.56%) ERwin
1 1 (5.56%) SQL Server Management Studio (SSMS)
1 1 (5.56%) Talend Open Studio
General
1 9 (50.00%) Finance
2 3 (16.67%) Advertising
3 2 (11.11%) Games
3 2 (11.11%) Marketing
Job Titles
1 8 (44.44%) Data Manager
2 2 (11.11%) Analyst
2 2 (11.11%) Architect
2 2 (11.11%) Data Analyst
2 2 (11.11%) Data Engineer
2 2 (11.11%) Developer
2 2 (11.11%) Senior Data Engineer
3 1 (5.56%) Business Intelligence Architect
3 1 (5.56%) Data Architect
3 1 (5.56%) Database Engineer
3 1 (5.56%) DBA
3 1 (5.56%) DevOps Engineer
3 1 (5.56%) Information Architect
3 1 (5.56%) SQL DBA
3 1 (5.56%) SQL Developer
3 1 (5.56%) Technical Developer
Libraries, Frameworks & Software Standards
1 8 (44.44%) XML
2 1 (5.56%) .NET
2 1 (5.56%) DBIx::Class
2 1 (5.56%) Lucene
2 1 (5.56%) SQLAlchemy
2 1 (5.56%) Web Services
2 1 (5.56%) WPF
2 1 (5.56%) Xapian
Miscellaneous
1 10 (55.56%) Analytical Skills
2 9 (50.00%) Computer Science
3 1 (5.56%) Life Science
3 1 (5.56%) Replication
Operating Systems
1 4 (22.22%) Linux
2 2 (11.11%) Unix
Processes & Methodologies
1 12 (66.67%) Data Modelling
2 10 (55.56%) Analytics
3 9 (50.00%) Statistics
4 8 (44.44%) Mathematics
5 6 (33.33%) Business Intelligence
6 2 (11.11%) Data Engineering
6 2 (11.11%) Machine Learning
6 2 (11.11%) Performance Optimisation
6 2 (11.11%) Predictive Analytics
6 2 (11.11%) Validation
7 1 (5.56%) Agile Software Development
7 1 (5.56%) Data Management
7 1 (5.56%) DevOps
7 1 (5.56%) High Availability
7 1 (5.56%) Information Architecture
7 1 (5.56%) Logical Data Model
7 1 (5.56%) Master Data Management
7 1 (5.56%) Performance Engineering
7 1 (5.56%) Performance Tuning
7 1 (5.56%) Physical Data Model
Programming Languages
1 17 (94.44%) SQL
2 8 (44.44%) JavaScript
3 6 (33.33%) Python
4 4 (22.22%) Bash Shell
4 4 (22.22%) Perl
4 4 (22.22%) T-SQL
5 2 (11.11%) Java
5 2 (11.11%) Ruby
5 2 (11.11%) Scala
5 2 (11.11%) VBA
6 1 (5.56%) C#
6 1 (5.56%) PL/SQL
6 1 (5.56%) PowerShell
Qualifications
1 9 (50.00%) Degree
2 1 (5.56%) Computer Science Degree
System Software
1 1 (5.56%) Oracle RAC
Systems Management
1 1 (5.56%) Ansible
1 1 (5.56%) Failover Clustering
1 1 (5.56%) Packer
Vendors
1 10 (55.56%) Tableau
2 3 (16.67%) Microsoft
3 2 (11.11%) Google
3 2 (11.11%) Oracle
4 1 (5.56%) Informatica
4 1 (5.56%) SAP
4 1 (5.56%) Talend