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

Extract, Transform and Load (ETL)
Cambridgeshire > Cambridge
6 months to
18 Aug 2018
Same period 2017 Same period 2016
Rank 147 147 141
Rank change year-on-year 0 -6 +16
Permanent jobs citing ETL 18 28 18
As % of all permanent IT jobs advertised in Cambridge 0.69% 1.03% 0.74%
As % of the Processes & Methodologies category 0.73% 1.13% 0.81%
Number of salaries quoted 12 22 17
Cambridge median annual salary £47,500 £35,000 £60,000
Median salary % change year-on-year +35.71% -41.67% -33.33%
10th Percentile £41,100 £31,250 £41,500
90th Percentile £65,400 £75,375 £65,000
Cambridgeshire median annual salary £45,000 £41,000 £43,000
% change year-on-year +9.76% -4.65% -4.44%

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 2,455 2,483 2,210
As % of all permanent IT jobs advertised in Cambridge 94.68% 91.76% 90.50%
Number of salaries quoted 1,660 1,888 1,793
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +1.12%
10th Percentile £27,500 £27,500 £26,750
90th Percentile £70,000 £71,250 £67,500
Cambridgeshire median annual salary £45,139 £45,000 £45,000
% change year-on-year +0.31% - +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 18 August 2018.

Salary histogram for ETL in Cambridge

For the 6 months to 18 August 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 13 (72.22%) SQL
1 13 (72.22%) SQL Server
2 12 (66.67%) T-SQL
2 12 (66.67%) Microsoft
2 12 (66.67%) SQL Server Reporting Services
2 12 (66.67%) SQL Server Integration Services
3 10 (55.56%) Microsoft Azure
4 8 (44.44%) .NET
5 7 (38.89%) C#
6 6 (33.33%) ITIL
6 6 (33.33%) Windows
6 6 (33.33%) Business Intelligence
6 6 (33.33%) Finance
6 6 (33.33%) Stakeholder Management
6 6 (33.33%) Windows Server 2003
6 6 (33.33%) Replication
6 6 (33.33%) Clustering
6 6 (33.33%) SQL Server 2005
6 6 (33.33%) SQL Server Analysis Services
6 6 (33.33%) PowerShell
6 6 (33.33%) Windows Server 2008
6 6 (33.33%) SQL Server 2008
6 6 (33.33%) Amazon AWS
6 6 (33.33%) SQL Server 2012
6 6 (33.33%) Windows Server 2012
6 6 (33.33%) Database Mirroring
6 6 (33.33%) WorldPay
6 6 (33.33%) Windows Server
6 6 (33.33%) Deployment Automation
7 5 (27.78%) Power BI

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 3 (16.67%) Apache Spark
Cloud Services
1 10 (55.56%) Microsoft Azure
2 6 (33.33%) Amazon AWS
3 1 (5.56%) Azure Data Factory
Communications & Networking
1 1 (5.56%) SMS
Database & Business Intelligence
1 13 (72.22%) SQL Server
2 12 (66.67%) SQL Server Integration Services
2 12 (66.67%) SQL Server Reporting Services
3 6 (33.33%) SQL Server 2005
3 6 (33.33%) SQL Server 2008
3 6 (33.33%) SQL Server 2012
3 6 (33.33%) SQL Server Analysis Services
4 5 (27.78%) OLAP
4 5 (27.78%) OLTP
4 5 (27.78%) Power BI
5 4 (22.22%) Relational Database
6 3 (16.67%) Apache Hive
6 3 (16.67%) Hadoop
6 3 (16.67%) Sqoop
7 1 (5.56%) Azure SQL Database
7 1 (5.56%) Big Data
7 1 (5.56%) Data Warehouse
7 1 (5.56%) Informix
7 1 (5.56%) MySQL
7 1 (5.56%) RDBMS
Development Applications
1 5 (27.78%) SQL Server Management Studio (SSMS)
General
1 6 (33.33%) Finance
2 5 (27.78%) Advertising
3 3 (16.67%) Retail
4 1 (5.56%) Games
4 1 (5.56%) Marketing
Job Titles
1 9 (50.00%) Administrator
1 9 (50.00%) DBA
1 9 (50.00%) SQL DBA
2 8 (44.44%) Developer
3 3 (16.67%) Business Developer
3 3 (16.67%) Business Intelligence Developer
3 3 (16.67%) Hadoop Developer
3 3 (16.67%) Principal Developer
3 3 (16.67%) SQL Server DBA
4 2 (11.11%) Microsoft BI Developer
4 2 (11.11%) Microsoft Developer
4 2 (11.11%) Senior Developer
5 1 (5.56%) Data Warehouse Developer
5 1 (5.56%) Database Developer
5 1 (5.56%) ETL Developer
5 1 (5.56%) Senior Database Developer
5 1 (5.56%) SQL Developer
5 1 (5.56%) SQL Server Data Warehouse Developer
5 1 (5.56%) SQL Server Developer
5 1 (5.56%) Technical Leader
Libraries, Frameworks & Software Standards
1 8 (44.44%) .NET
2 5 (27.78%) WPF
3 3 (16.67%) Kafka
4 2 (11.11%) .NET Framework
Miscellaneous
1 6 (33.33%) Clustering
1 6 (33.33%) Replication
Operating Systems
1 6 (33.33%) Windows
1 6 (33.33%) Windows Server
1 6 (33.33%) Windows Server 2003
1 6 (33.33%) Windows Server 2008
1 6 (33.33%) Windows Server 2012
Processes & Methodologies
1 6 (33.33%) Business Intelligence
1 6 (33.33%) Database Mirroring
1 6 (33.33%) Deployment Automation
1 6 (33.33%) ITIL
1 6 (33.33%) Stakeholder Management
2 5 (27.78%) Data Cleansing
3 4 (22.22%) Agile Software Development
3 4 (22.22%) Analytics
3 4 (22.22%) Data Management
4 3 (16.67%) Data Governance
4 3 (16.67%) Data Modelling
4 3 (16.67%) Data Science
4 3 (16.67%) MapReduce
4 3 (16.67%) PRINCE2
4 3 (16.67%) Waterfall
5 2 (11.11%) Dashboard Development
5 2 (11.11%) Disaster Recovery
6 1 (5.56%) Decision-Making
6 1 (5.56%) Regulatory Compliance
6 1 (5.56%) Web Development
Programming Languages
1 13 (72.22%) SQL
2 12 (66.67%) T-SQL
3 7 (38.89%) C#
4 6 (33.33%) PowerShell
5 4 (22.22%) Java
6 3 (16.67%) Bash Shell
6 3 (16.67%) Python
6 3 (16.67%) R
6 3 (16.67%) Scala
7 1 (5.56%) Data Analysis Expressions (DAX)
7 1 (5.56%) Perl
7 1 (5.56%) PHP
Quality Assurance & Compliance
1 3 (16.67%) QA
System Software
1 3 (16.67%) HDFS
Systems Management
1 3 (16.67%) Oozie
Vendors
1 12 (66.67%) Microsoft
2 6 (33.33%) WorldPay
3 3 (16.67%) CA
3 3 (16.67%) Hortonworks
4 1 (5.56%) Databricks
4 1 (5.56%) Google
4 1 (5.56%) Tableau