Period
to 18 November 2017

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

Extract, Transform and Load (ETL)
East of England > Cambridgeshire
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 178 126 157
Rank change year-on-year -52 +31 -6
Permanent jobs citing ETL 26 56 35
As % of all permanent IT jobs advertised in Cambridgeshire 0.63% 1.60% 0.84%
As % of the Processes & Methodologies category 0.68% 1.82% 0.96%
Number of salaries quoted 19 51 31
Cambridgeshire median annual salary £32,500 £57,500 £45,000
Median salary % change year-on-year -43.48% +27.78% -25.00%
10th Percentile £30,500 £32,500 £32,250
90th Percentile £66,000 £98,750 £59,000
East of England median annual salary £47,500 £50,000 £47,500
% change year-on-year -5.00% +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 3803 3083 3660
As % of all permanent IT jobs advertised in Cambridgeshire 92.19% 88.14% 87.94%
Number of salaries quoted 2907 2531 3156
Cambridgeshire median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,500 £26,250 £27,500
90th Percentile £71,250 £66,250 £65,000
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +3.45%

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 18 November 2017.

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 18 November 2017. 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 -41 19 £32,500 -48.00%
Peterborough -17 4 £57,500 +43.75%
ETL
East of England

For the 6 months to 18 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 Cambridgeshire region with a requirement for ETL.

1 22 (84.62%) SQL
2 13 (50.00%) Data Modelling
3 10 (38.46%) Data Mining
3 10 (38.46%) Tableau
3 10 (38.46%) Analytics
3 10 (38.46%) Analytical Skills
4 9 (34.62%) Computer Science
4 9 (34.62%) Degree
4 9 (34.62%) Business Intelligence
4 9 (34.62%) BusinessObjects
4 9 (34.62%) Finance
4 9 (34.62%) SQL Server Integration Services
4 9 (34.62%) Statistics
5 8 (30.77%) Data Warehouse
5 8 (30.77%) T-SQL
5 8 (30.77%) JavaScript
5 8 (30.77%) XML
5 8 (30.77%) Mathematics
6 7 (26.92%) SQL Server
6 7 (26.92%) SQL Server Reporting Services
7 6 (23.08%) Microsoft
7 6 (23.08%) Python
8 5 (19.23%) Microsoft Excel
8 5 (19.23%) Oracle
8 5 (19.23%) Linux
9 4 (15.38%) Perl
9 4 (15.38%) PL/SQL
9 4 (15.38%) Oracle BI EE
9 4 (15.38%) Hadoop
9 4 (15.38%) Bash Shell

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 1 (3.85%) Apache Pig
1 1 (3.85%) Apache Solr
1 1 (3.85%) Apache Spark
1 1 (3.85%) Elasticsearch
Applications
1 5 (19.23%) Microsoft Excel
Business Applications
1 3 (11.54%) iTrent
1 3 (11.54%) Oracle EBS
2 1 (3.85%) SAP MDG
2 1 (3.85%) SAP MDM
Cloud Services
1 3 (11.54%) Amazon AWS
2 1 (3.85%) Microsoft Azure
Communications & Networking
1 2 (7.69%) SMS
Database & Business Intelligence
1 10 (38.46%) Data Mining
2 9 (34.62%) BusinessObjects
2 9 (34.62%) SQL Server Integration Services
3 8 (30.77%) Data Warehouse
4 7 (26.92%) SQL Server
4 7 (26.92%) SQL Server Reporting Services
5 4 (15.38%) Big Data
5 4 (15.38%) Hadoop
5 4 (15.38%) Oracle BI EE
5 4 (15.38%) Oracle Database
6 3 (11.54%) Oracle ODI
6 3 (11.54%) SQL Server 2012
7 2 (7.69%) Apache Cassandra
7 2 (7.69%) RDBMS
7 2 (7.69%) Relational Database
7 2 (7.69%) SQL Server 2008
7 2 (7.69%) SQL Server Analysis Services
8 1 (3.85%) Crystal Reports
8 1 (3.85%) OLAP
8 1 (3.85%) OLTP
Development Applications
1 1 (3.85%) ERwin
1 1 (3.85%) SQL Server Management Studio (SSMS)
1 1 (3.85%) Talend Open Studio
General
1 9 (34.62%) Finance
2 3 (11.54%) Advertising
3 2 (7.69%) Games
3 2 (7.69%) Marketing
Job Titles
1 8 (30.77%) Data Manager
2 7 (26.92%) Developer
3 4 (15.38%) DBA
4 3 (11.54%) Business Intelligence Developer
4 3 (11.54%) Oracle DBA
4 3 (11.54%) SQL Developer
5 2 (7.69%) Analyst
5 2 (7.69%) Architect
5 2 (7.69%) Data Analyst
5 2 (7.69%) Data Engineer
5 2 (7.69%) Data Warehouse Developer
5 2 (7.69%) Senior Data Engineer
6 1 (3.85%) Administrator
6 1 (3.85%) Business Intelligence Architect
6 1 (3.85%) Data Architect
6 1 (3.85%) Database Engineer
6 1 (3.85%) Hadoop Developer
6 1 (3.85%) Information Architect
6 1 (3.85%) Report Developer
6 1 (3.85%) Technical Developer
Libraries, Frameworks & Software Standards
1 8 (30.77%) XML
2 1 (3.85%) .NET
2 1 (3.85%) DBIx::Class
2 1 (3.85%) Kafka
2 1 (3.85%) Lucene
2 1 (3.85%) SQLAlchemy
2 1 (3.85%) Web Services
2 1 (3.85%) WPF
2 1 (3.85%) Xapian
Miscellaneous
1 10 (38.46%) Analytical Skills
2 9 (34.62%) Computer Science
3 1 (3.85%) Data Structures
3 1 (3.85%) Life Science
3 1 (3.85%) Replication
Operating Systems
1 5 (19.23%) Linux
2 2 (7.69%) Unix
Processes & Methodologies
1 13 (50.00%) Data Modelling
2 10 (38.46%) Analytics
3 9 (34.62%) Business Intelligence
3 9 (34.62%) Statistics
4 8 (30.77%) Mathematics
5 3 (11.54%) Change Management
5 3 (11.54%) ERP
6 2 (7.69%) Agile Software Development
6 2 (7.69%) Data Engineering
6 2 (7.69%) Kimball Methodology
6 2 (7.69%) Machine Learning
6 2 (7.69%) Performance Optimisation
6 2 (7.69%) Predictive Analytics
6 2 (7.69%) Validation
7 1 (3.85%) Customer Requirements
7 1 (3.85%) DevOps
7 1 (3.85%) Logical Data Model
7 1 (3.85%) Master Data Management
7 1 (3.85%) Performance Engineering
7 1 (3.85%) Performance Tuning
Programming Languages
1 22 (84.62%) SQL
2 8 (30.77%) JavaScript
2 8 (30.77%) T-SQL
3 6 (23.08%) Python
4 4 (15.38%) Bash Shell
4 4 (15.38%) Perl
4 4 (15.38%) PL/SQL
5 3 (11.54%) Java
5 3 (11.54%) Scala
6 2 (7.69%) Ruby
6 2 (7.69%) VBA
7 1 (3.85%) C#
7 1 (3.85%) Data Analysis Expressions (DAX)
7 1 (3.85%) PowerShell
Qualifications
1 9 (34.62%) Degree
2 1 (3.85%) Computer Science Degree
Quality Assurance & Compliance
1 1 (3.85%) QA
System Software
1 1 (3.85%) HDFS
1 1 (3.85%) Oracle RAC
Systems Management
1 3 (11.54%) Data Guard
2 1 (3.85%) Ansible
2 1 (3.85%) Failover Clustering
2 1 (3.85%) Oozie
2 1 (3.85%) Packer
Vendors
1 10 (38.46%) Tableau
2 6 (23.08%) Microsoft
3 5 (19.23%) Oracle
4 3 (11.54%) Cognos
4 3 (11.54%) PeopleSoft
5 2 (7.69%) Google
6 1 (3.85%) Informatica
6 1 (3.85%) SAP
6 1 (3.85%) Talend