Period
to 21 November 2017

The following table provides summary statistics for contract job vacancies advertised in Cambridgeshire with a requirement for ETL skills. Included is a benchmarking guide to the contractor rates 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.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Extract, Transform and Load (ETL)
East of England > Cambridgeshire
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 79 58 95
Rank change year-on-year -21 +37 -19
Contract jobs citing ETL 19 26 13
As % of all contract IT jobs advertised in Cambridgeshire 1.33% 2.33% 0.82%
As % of the Processes & Methodologies category 1.60% 2.85% 1.04%
Number of daily rates quoted 12 19 12
Cambridgeshire median daily rate £394 £425 £368
Median daily rate % change year-on-year -7.35% +15.65% -14.53%
10th Percentile £339 £311 £325
90th Percentile £522 £540 £436
East of England median daily rate £425 £404 £398
% change year-on-year +5.30% +1.54% +13.57%
Number of hourly rates quoted 1 0 0
Cambridgeshire median hourly rate £34.50 - -
East of England median hourly rate £34.50 - -

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Cambridgeshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Contract vacancies with a requirement for process or methodology skills 1191 912 1251
As % of all contract IT jobs advertised in Cambridgeshire 83.34% 81.79% 79.23%
Number of daily rates quoted 599 435 751
Cambridgeshire median daily rate £375 £388 £385
Median daily rate % change year-on-year -3.23% +0.65% +6.21%
10th Percentile £224 £214 £258
90th Percentile £538 £550 £538
East of England median daily rate £425 £400 £400
% change year-on-year +6.25% - +6.67%
Number of hourly rates quoted 117 89 82
Cambridgeshire median hourly rate £39.00 £37.50 £17.75
Median hourly rate % change year-on-year +4.00% +111.27% -35.45%
10th Percentile £11.95 £13.70 £11.50
90th Percentile £49.75 £47.50 £51.13
East of England median hourly rate £31.03 £31.50 £25.50
% change year-on-year -1.49% +23.53% +3.83%

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
Contractor Daily Rate Trend in Cambridgeshire

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing ETL in Cambridgeshire.

Contractor daily rate trend for ETL in Cambridgeshire

ETL
Contractor Daily Rate Histogram in Cambridgeshire

The daily rate distribution of IT jobs citing ETL in Cambridgeshire over the 6 months to 21 November 2017.

Contractor daily rate histogram for ETL in Cambridgeshire

ETL
Contract Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Cambridgeshire region over the 6 months to 21 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge -12 9 £488 +30.00% 1
Peterborough -10 7 £357 -24.89%
Huntingdon -7 1 - -
ETL
East of England

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

1 11 (57.89%) SQL
2 7 (36.84%) Business Intelligence
2 7 (36.84%) Big Data
3 6 (31.58%) JSON
3 6 (31.58%) SQL Server
3 6 (31.58%) Python
3 6 (31.58%) Migration
3 6 (31.58%) SQL Server Integration Services
4 5 (26.32%) Data Analysis
4 5 (26.32%) Oracle
4 5 (26.32%) Data Warehouse
4 5 (26.32%) Hadoop
4 5 (26.32%) Visualisation
4 5 (26.32%) Data Visualisation
4 5 (26.32%) Analytics
4 5 (26.32%) Apache Spark
5 4 (21.05%) Bash Shell
5 4 (21.05%) Data Quality
5 4 (21.05%) Linux
5 4 (21.05%) XML
5 4 (21.05%) Perl
5 4 (21.05%) Validation
6 3 (15.79%) Teradata
6 3 (15.79%) XML Schema
6 3 (15.79%) Management Information System
6 3 (15.79%) Finance
6 3 (15.79%) Publishing
6 3 (15.79%) Agile Software Development
6 3 (15.79%) Data Management
6 3 (15.79%) Microsoft

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 5 (26.32%) Apache Spark
2 3 (15.79%) Apache Pig
Applications
1 1 (5.26%) Microsoft Office
Business Applications
1 2 (10.53%) Remedy ITSM
2 1 (5.26%) Cognos Business Intelligence
2 1 (5.26%) SAP MDG
2 1 (5.26%) SAP MDM
Cloud Services
1 3 (15.79%) Amazon AWS
2 2 (10.53%) Data Lake Analytics
2 2 (10.53%) Microsoft Azure
Communications & Networking
1 1 (5.26%) SMS
Database & Business Intelligence
1 7 (36.84%) Big Data
2 6 (31.58%) SQL Server
2 6 (31.58%) SQL Server Integration Services
3 5 (26.32%) Data Warehouse
3 5 (26.32%) Hadoop
4 3 (15.79%) Amazon Redshift
4 3 (15.79%) Apache Cassandra
4 3 (15.79%) Apache Hive
4 3 (15.79%) Data Mining
4 3 (15.79%) HBase
4 3 (15.79%) Impala
4 3 (15.79%) Mahout
4 3 (15.79%) MongoDB
4 3 (15.79%) Oracle BI EE
4 3 (15.79%) Oracle ODI
5 2 (10.53%) HDInsight
5 2 (10.53%) Microsoft Analysis Services
5 2 (10.53%) MySQL
5 2 (10.53%) NoSQL
5 2 (10.53%) SQL Server Analysis Services
Development Applications
1 1 (5.26%) ERwin
1 1 (5.26%) Talend Open Studio
1 1 (5.26%) Team Foundation Server
General
1 3 (15.79%) Finance
1 3 (15.79%) Publishing
2 2 (10.53%) Telecoms
3 1 (5.26%) Pharmaceutical
Job Titles
1 8 (42.11%) Developer
2 5 (26.32%) Analyst
3 4 (21.05%) SQL Developer
4 3 (15.79%) Analyst Developer
4 3 (15.79%) Architect
4 3 (15.79%) Big Data Engineer
4 3 (15.79%) Data Engineer
4 3 (15.79%) Data Integration Developer
4 3 (15.79%) Integration Developer
4 3 (15.79%) Linux Developer
4 3 (15.79%) SQL Analyst
5 2 (10.53%) AWS Developer
5 2 (10.53%) Azure Architect
5 2 (10.53%) Big Data Analyst
5 2 (10.53%) Big Data Developer
5 2 (10.53%) Business Intelligence Business Analyst
5 2 (10.53%) ETL Analyst
5 2 (10.53%) Hadoop Developer
5 2 (10.53%) Lead Data Architect
5 2 (10.53%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 6 (31.58%) JSON
2 4 (21.05%) XML
3 3 (15.79%) Spark Streaming
3 3 (15.79%) XML Schema
4 1 (5.26%) .NET
4 1 (5.26%) WPF
Miscellaneous
1 3 (15.79%) Greenfield Project
1 3 (15.79%) Management Information System
2 2 (10.53%) Wiki
3 1 (5.26%) Linux Command Line
Operating Systems
1 4 (21.05%) Linux
2 2 (10.53%) Unix
Processes & Methodologies
1 7 (36.84%) Business Intelligence
2 6 (31.58%) Migration
3 5 (26.32%) Analytics
3 5 (26.32%) Data Analysis
3 5 (26.32%) Data Visualisation
3 5 (26.32%) Visualisation
4 4 (21.05%) Validation
5 3 (15.79%) Agile Software Development
5 3 (15.79%) Data Integration
5 3 (15.79%) Data Management
5 3 (15.79%) MapReduce
6 2 (10.53%) Change Management
6 2 (10.53%) Data Engineering
6 2 (10.53%) Data Governance
6 2 (10.53%) Data Migration
6 2 (10.53%) Machine Learning
6 2 (10.53%) Mathematics
6 2 (10.53%) Stakeholder Management
6 2 (10.53%) Statistical Modelling
6 2 (10.53%) Statistics
Programming Languages
1 11 (57.89%) SQL
2 6 (31.58%) Python
3 4 (21.05%) Bash Shell
3 4 (21.05%) Perl
4 2 (10.53%) R
4 2 (10.53%) Scala
5 1 (5.26%) C#
5 1 (5.26%) PHP
5 1 (5.26%) Shell Script
5 1 (5.26%) T-SQL
Qualifications
1 1 (5.26%) Degree
Quality Assurance & Compliance
1 4 (21.05%) Data Quality
System Software
1 3 (15.79%) HDFS
Vendors
1 5 (26.32%) Oracle
2 3 (15.79%) Cloudera
2 3 (15.79%) Hortonworks
2 3 (15.79%) MapR
2 3 (15.79%) Microsoft
2 3 (15.79%) Teradata
3 2 (10.53%) Alteryx
3 2 (10.53%) BMC
3 2 (10.53%) Remedy
3 2 (10.53%) Tableau
4 1 (5.26%) Cognos
4 1 (5.26%) Informatica
4 1 (5.26%) SAP
4 1 (5.26%) Talend