Period
to 20 January 2018

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

Extract, Transform and Load (ETL)
East of England > Cambridgeshire
6 months to
20 Jan 2018
Same period 2017 Same period 2016
Rank 176 131 148
Rank change year-on-year -45 +17 +2
Permanent jobs citing ETL 29 47 46
As % of all permanent IT jobs advertised in Cambridgeshire 0.69% 1.43% 1.13%
As % of the Processes & Methodologies category 0.75% 1.63% 1.27%
Number of salaries quoted 18 42 41
Cambridgeshire median annual salary £37,000 £60,000 £47,500
Median salary % change year-on-year -38.33% +26.32% -20.83%
10th Percentile £30,125 £42,250 £36,000
90th Percentile £68,375 £98,750 £59,000
East of England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% -5.00%

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 Cambridgeshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Permanent vacancies with a requirement for process or methodology skills 3,865 2,891 3,618
As % of all permanent IT jobs advertised in Cambridgeshire 92.31% 88.17% 88.94%
Number of salaries quoted 2,873 2,414 3,060
Cambridgeshire median annual salary £50,000 £45,000 £44,000
Median salary % change year-on-year +11.11% +2.27% +3.53%
10th Percentile £29,000 £26,250 £27,500
90th Percentile £70,000 £65,000 £65,000
East of England median annual salary £48,250 £45,344 £45,000
% change year-on-year +6.41% +0.76% -

ETL
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for ETL in Cambridgeshire

ETL
Salary Trend in Cambridgeshire

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

Salary trend for ETL in Cambridgeshire

ETL
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing ETL in Cambridgeshire over the 6 months to 20 January 2018.

Salary histogram for ETL in Cambridgeshire

ETL
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Cambridgeshire region over the 6 months to 20 January 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge -47 21 £38,750 -40.38% 5
Peterborough - 5 £57,500 - 2
Huntingdon - 3 £37,000 -
ETL
East of England

For the 6 months to 20 January 2018, 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 Cambridgeshire region with a requirement for ETL.

1 21 (72.41%) SQL
2 16 (55.17%) SQL Server
3 15 (51.72%) Data Modelling
4 14 (48.28%) SQL Server Integration Services
5 13 (44.83%) SQL Server Reporting Services
5 13 (44.83%) Data Warehouse
5 13 (44.83%) T-SQL
6 12 (41.38%) Microsoft
6 12 (41.38%) Business Intelligence
7 9 (31.03%) Analytics
8 8 (27.59%) Analytical Skills
8 8 (27.59%) BusinessObjects
9 7 (24.14%) Data Mining
9 7 (24.14%) Python
9 7 (24.14%) Microsoft Excel
9 7 (24.14%) Finance
9 7 (24.14%) Tableau
10 6 (20.69%) Statistics
10 6 (20.69%) PowerShell
10 6 (20.69%) SQL Server 2012
10 6 (20.69%) Kimball Methodology
11 5 (17.24%) Data Management
11 5 (17.24%) VBA
11 5 (17.24%) Oracle
11 5 (17.24%) SQL Server Analysis Services
11 5 (17.24%) Computer Science
11 5 (17.24%) Amazon AWS
12 4 (13.79%) SQL Server 2008
12 4 (13.79%) Database Tuning
12 4 (13.79%) Hadoop

ETL
Co-occurring IT Skills in Cambridgeshire 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 (6.90%) Apache Solr
2 1 (3.45%) Apache
2 1 (3.45%) Apache Spark
2 1 (3.45%) Elasticsearch
2 1 (3.45%) SAS
Applications
1 7 (24.14%) Microsoft Excel
Business Applications
1 1 (3.45%) SAP MDG
1 1 (3.45%) SAP MDM
Cloud Services
1 5 (17.24%) Amazon AWS
2 2 (6.90%) Google Analytics
3 1 (3.45%) Microsoft Azure
Communications & Networking
1 2 (6.90%) SMS
2 1 (3.45%) SAN
Database & Business Intelligence
1 16 (55.17%) SQL Server
2 14 (48.28%) SQL Server Integration Services
3 13 (44.83%) Data Warehouse
3 13 (44.83%) SQL Server Reporting Services
4 8 (27.59%) BusinessObjects
5 7 (24.14%) Data Mining
6 6 (20.69%) SQL Server 2012
7 5 (17.24%) SQL Server Analysis Services
8 4 (13.79%) Big Data
8 4 (13.79%) Hadoop
8 4 (13.79%) Relational Database
8 4 (13.79%) SQL Server 2008
9 3 (10.34%) MS Access
9 3 (10.34%) SAP BW
10 2 (6.90%) Amazon RDS
10 2 (6.90%) Apache Cassandra
10 2 (6.90%) MySQL
10 2 (6.90%) NoSQL
10 2 (6.90%) SQL Server 2005
11 1 (3.45%) Oracle Database
Development Applications
1 3 (10.34%) Team Foundation Server
2 1 (3.45%) ERwin
2 1 (3.45%) SQL Server Management Studio (SSMS)
General
1 7 (24.14%) Finance
2 2 (6.90%) Advertising
2 2 (6.90%) Games
2 2 (6.90%) Marketing
3 1 (3.45%) Manufacturing
Job Titles
1 9 (31.03%) Developer
2 6 (20.69%) Analyst
3 4 (13.79%) Business Intelligence Developer
3 4 (13.79%) Data Manager
3 4 (13.79%) DBA
4 3 (10.34%) Administrator
4 3 (10.34%) Business Intelligence Analyst
4 3 (10.34%) Data Warehouse Developer
4 3 (10.34%) Microsoft Developer
4 3 (10.34%) SQL DBA
5 2 (6.90%) Architect
5 2 (6.90%) Data Analyst
5 2 (6.90%) Data Engineer
5 2 (6.90%) Senior Data Engineer
5 2 (6.90%) SQL Developer
6 1 (3.45%) Computer Vision Scientist
6 1 (3.45%) Data Architect
6 1 (3.45%) Information Architect
6 1 (3.45%) Report Developer
6 1 (3.45%) Senior Analyst
Libraries, Frameworks & Software Standards
1 4 (13.79%) XML
2 1 (3.45%) .NET
2 1 (3.45%) Akka
2 1 (3.45%) DBIx::Class
2 1 (3.45%) Kafka
2 1 (3.45%) Lucene
2 1 (3.45%) SQLAlchemy
2 1 (3.45%) TensorFlow
2 1 (3.45%) Web Services
2 1 (3.45%) WPF
2 1 (3.45%) Xapian
Miscellaneous
1 8 (27.59%) Analytical Skills
2 5 (17.24%) Computer Science
3 3 (10.34%) Replication
4 2 (6.90%) Clustering
5 1 (3.45%) Life Science
5 1 (3.45%) Mobile App
Operating Systems
1 3 (10.34%) Linux
2 2 (6.90%) Windows
2 2 (6.90%) Windows Server
2 2 (6.90%) Windows Server 2003
2 2 (6.90%) Windows Server 2008
2 2 (6.90%) Windows Server 2012
3 1 (3.45%) Unix
Processes & Methodologies
1 15 (51.72%) Data Modelling
2 12 (41.38%) Business Intelligence
3 9 (31.03%) Analytics
4 6 (20.69%) Kimball Methodology
4 6 (20.69%) Statistics
5 5 (17.24%) Data Management
6 4 (13.79%) Database Tuning
6 4 (13.79%) Mathematics
6 4 (13.79%) Performance Tuning
7 3 (10.34%) Data Analysis
7 3 (10.34%) Data Integration
7 3 (10.34%) Dimensional Modelling
7 3 (10.34%) ETL Development
7 3 (10.34%) Machine Learning
7 3 (10.34%) Unit Testing
8 2 (6.90%) ITIL
8 2 (6.90%) Predictive Analytics
8 2 (6.90%) Stakeholder Management
8 2 (6.90%) Validation
8 2 (6.90%) Web Analytics
Programming Languages
1 21 (72.41%) SQL
2 13 (44.83%) T-SQL
3 7 (24.14%) Python
4 6 (20.69%) PowerShell
5 5 (17.24%) VBA
6 4 (13.79%) JavaScript
7 3 (10.34%) Bash Shell
7 3 (10.34%) Java
7 3 (10.34%) Perl
7 3 (10.34%) Scala
8 2 (6.90%) R
8 2 (6.90%) Ruby
9 1 (3.45%) C#
9 1 (3.45%) Data Analysis Expressions (DAX)
Qualifications
1 4 (13.79%) Degree
2 1 (3.45%) PhD
Quality Assurance & Compliance
1 1 (3.45%) QA
System Software
1 1 (3.45%) Apache Flume
1 1 (3.45%) Oracle RAC
Systems Management
1 1 (3.45%) Ansible
1 1 (3.45%) Failover Clustering
1 1 (3.45%) Packer
1 1 (3.45%) Terraform
Vendors
1 12 (41.38%) Microsoft
2 7 (24.14%) Tableau
3 5 (17.24%) Oracle
4 4 (13.79%) Google
4 4 (13.79%) SAP
5 2 (6.90%) WorldPay
6 1 (3.45%) Cloudera
6 1 (3.45%) Facebook
6 1 (3.45%) Hortonworks
6 1 (3.45%) Informatica
6 1 (3.45%) MapR
6 1 (3.45%) Talend