Period
to 22 July 2018

The following table provides summary statistics for contract job vacancies with a requirement for ETL Development skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited ETL Development over the 6 months to 22 July 2018 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) Development
UK
6 months to
22 Jul 2018
Same period 2017 Same period 2016
Rank 665 676 680
Rank change year-on-year +11 +4 -63
Contract jobs citing ETL Development 238 184 216
As % of all contract IT jobs advertised in the UK 0.23% 0.19% 0.20%
As % of the Processes & Methodologies category 0.27% 0.23% 0.23%
Number of daily rates quoted 185 127 156
UK median daily rate £450 £450 £390
Median daily rate % change year-on-year - +15.38% -8.24%
10th Percentile £340 £350 £285
90th Percentile £598 £553 £528
UK excluding London median daily rate £415 £425 £375
% change year-on-year -2.35% +13.33% -7.69%
Number of hourly rates quoted 0 0 0
UK median hourly rate - - -
UK excluding London median hourly rate - - -

ETL Development 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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Contract vacancies with a requirement for process or methodology skills 88,579 81,472 92,785
As % of all contract IT jobs advertised in the UK 85.73% 84.93% 84.31%
Number of daily rates quoted 58,435 53,324 61,119
UK median daily rate £450 £450 £425
Median daily rate % change year-on-year +0.11% +5.76% +6.25%
10th Percentile £300 £275 £263
90th Percentile £638 £625 £600
UK excluding London median daily rate £425 £400 £400
% change year-on-year +6.25% - +6.67%
Number of hourly rates quoted 2,441 2,132 2,266
UK median hourly rate £22.00 £25.00 £24.00
Median hourly rate % change year-on-year -12.00% +4.17% +11.63%
10th Percentile £11.17 £11.50 £11.50
90th Percentile £50.25 £52.49 £48.75
UK excluding London median hourly rate £21.00 £25.00 £25.00
% change year-on-year -16.00% - +16.01%

ETL Development
Job Vacancy Trend

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

Job vacancy trend for ETL Development in the UK

ETL Development
Contractor Daily Rate Trend

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

Contractor daily rate trend for ETL Development in the UK

ETL Development
Contractor Daily Rate Histogram

The daily rate distribution of IT jobs citing ETL Development over the 6 months to 22 July 2018.

Contractor daily rate histogram for ETL Development in the UK

ETL Development
Contractor Hourly Rate Trend

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing ETL Development.

Contractor hourly rate trend for ETL Development in the UK

ETL Development
Top 12 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL Development within the UK over the 6 months to 22 July 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
England -6 208 £463 +2.78% 38
London +2 130 £500 +5.26% 21
UK excluding London -8 103 £415 -2.35% 16
North of England -25 30 £369 -13.24% 5
Scotland -16 25 £400 -11.11%
South East -19 25 £450 -4.00% 7
Yorkshire -10 21 £355 -5.33% 1
East of England +9 11 £438 -2.78% 1
South West +5 10 £400 -
North West -20 9 £450 +9.76% 4
Midlands -11 2 £388 -8.82% 3
West Midlands -26 2 £388 -13.89% 3

For the 6 months to 22 July 2018, IT contractor jobs citing ETL Development also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads with a requirement for ETL Development.

1 238 (100.00%) ETL
2 168 (70.59%) SQL
3 165 (69.33%) Data Warehouse
4 110 (46.22%) SQL Server Integration Services
5 97 (40.76%) SQL Server
6 88 (36.97%) Business Intelligence
7 82 (34.45%) Finance
8 81 (34.03%) Agile Software Development
9 59 (24.79%) Microsoft
9 59 (24.79%) T-SQL
10 58 (24.37%) Oracle
11 57 (23.95%) Data Modelling
12 53 (22.27%) Migration
13 46 (19.33%) Data Migration
14 42 (17.65%) SQL Server Reporting Services
15 40 (16.81%) Unix
16 38 (15.97%) Informatica
17 37 (15.55%) Performance Tuning
18 36 (15.13%) SQL Server Analysis Services
19 35 (14.71%) Relational Database
20 32 (13.45%) Kimball Methodology
20 32 (13.45%) Hadoop
20 32 (13.45%) Data Analysis
21 31 (13.03%) Python
22 30 (12.61%) Banking
22 30 (12.61%) Apache Spark
23 26 (10.92%) Scala
23 26 (10.92%) Amazon AWS
24 25 (10.50%) XML
24 25 (10.50%) Data Quality

ETL Development
Co-occurring IT Skills 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 30 (12.61%) Apache Spark
2 14 (5.88%) Apache
3 11 (4.62%) PowerExchange
4 10 (4.20%) Confluence
5 8 (3.36%) Elasticsearch
6 6 (2.52%) Apache Solr
6 6 (2.52%) SAS
7 5 (2.10%) SharePoint
Applications
1 8 (3.36%) Microsoft Excel
2 3 (1.26%) Microsoft PowerPoint
3 2 (0.84%) MS Visio
4 1 (0.42%) Microsoft Office
Business Applications
1 4 (1.68%) Line 500
1 4 (1.68%) Sage X3
2 3 (1.26%) Markit EDM
2 3 (1.26%) Oracle ERP
3 2 (0.84%) Sage CRM
4 1 (0.42%) Cognos Business Intelligence
4 1 (0.42%) Dynamics CRM
4 1 (0.42%) PeopleSoft HRMS
4 1 (0.42%) SAP MDG
Cloud Services
1 26 (10.92%) Amazon AWS
2 17 (7.14%) Amazon S3
3 15 (6.30%) Microsoft Azure
4 6 (2.52%) Azure Data Factory
5 3 (1.26%) Amazon Glacier
5 3 (1.26%) Amazon Kinesis
5 3 (1.26%) Boomi
6 2 (0.84%) AWS Elastic Beanstalk
6 2 (0.84%) Serverless
7 1 (0.42%) Amazon EC2
7 1 (0.42%) SaaS
Communications & Networking
1 6 (2.52%) Kerberos
1 6 (2.52%) SSL
1 6 (2.52%) VPN
2 3 (1.26%) FTP
2 3 (1.26%) SMS
Database & Business Intelligence
1 165 (69.33%) Data Warehouse
2 110 (46.22%) SQL Server Integration Services
3 97 (40.76%) SQL Server
4 42 (17.65%) SQL Server Reporting Services
5 36 (15.13%) SQL Server Analysis Services
6 35 (14.71%) Relational Database
7 32 (13.45%) Hadoop
8 24 (10.08%) Power BI
9 23 (9.66%) Big Data
9 23 (9.66%) SQL Server 2012
10 19 (7.98%) Data Lake
11 18 (7.56%) Apache Hive
11 18 (7.56%) Oracle Database
11 18 (7.56%) SQL Server 2008
12 16 (6.72%) PowerCenter
12 16 (6.72%) SQL Server 2016
13 12 (5.04%) Amazon Redshift
13 12 (5.04%) Enterprise Data Warehouse
13 12 (5.04%) SQL Server 2014
14 11 (4.62%) PostgreSQL
Development Applications
1 20 (8.40%) JIRA
2 9 (3.78%) Git (software)
3 7 (2.94%) ERwin
4 6 (2.52%) FishEye
4 6 (2.52%) Jenkins
5 4 (1.68%) Bitbucket
5 4 (1.68%) Team Foundation Server
6 2 (0.84%) GitLab
6 2 (0.84%) Octopus Deploy
6 2 (0.84%) TeamCity
6 2 (0.84%) tSQLt
6 2 (0.84%) Visual Studio
7 1 (0.42%) Eclipse
7 1 (0.42%) ER Studio
7 1 (0.42%) Oracle APEX
7 1 (0.42%) Oracle Forms
7 1 (0.42%) PowerDesigner
7 1 (0.42%) SQL Server Management Studio (SSMS)
7 1 (0.42%) Visual Studio Team System
General
1 82 (34.45%) Finance
2 30 (12.61%) Banking
3 7 (2.94%) Legal
4 6 (2.52%) Games
5 5 (2.10%) Marketing
6 4 (1.68%) Front Office
6 4 (1.68%) Retail
7 3 (1.26%) Investment Banking
8 2 (0.84%) Manufacturing
9 1 (0.42%) Electronics
9 1 (0.42%) Law
9 1 (0.42%) Retail Banking
Job Titles
1 189 (79.41%) Developer
2 62 (26.05%) ETL Developer
3 41 (17.23%) SQL Developer
4 39 (16.39%) Business Intelligence Developer
5 29 (12.18%) SSIS Developer
6 16 (6.72%) Informatica Developer
7 15 (6.30%) Data Engineer
7 15 (6.30%) Python Developer
8 12 (5.04%) Lead Developer
9 11 (4.62%) Analyst
9 11 (4.62%) Big Data Developer
9 11 (4.62%) Data Warehouse Developer
10 10 (4.20%) SQL BI Developer
11 9 (3.78%) Oracle Developer
11 9 (3.78%) Oracle ETL Developer
11 9 (3.78%) SSAS Developer
11 9 (3.78%) Talend Developer
12 7 (2.94%) Big Data Engineer
13 6 (2.52%) Database Developer
13 6 (2.52%) Hadoop Developer
Libraries, Frameworks & Software Standards
1 25 (10.50%) XML
2 16 (6.72%) JSON
3 9 (3.78%) .NET
4 8 (3.36%) Kafka
4 8 (3.36%) Play Framework
5 6 (2.52%) HTML
5 6 (2.52%) HTML5
5 6 (2.52%) Natural Language Processing
5 6 (2.52%) React
6 4 (1.68%) ActiveMQ
6 4 (1.68%) MDX
7 3 (1.26%) RESTful
7 3 (1.26%) Web Services
8 2 (0.84%) Middleware
8 2 (0.84%) PostGIS
9 1 (0.42%) ASP.NET
9 1 (0.42%) COM
9 1 (0.42%) HornetQ
9 1 (0.42%) RabbitMQ
9 1 (0.42%) REST
Miscellaneous
1 19 (7.98%) Analytical Skills
2 11 (4.62%) Fintech
2 11 (4.62%) Reinsurance
3 8 (3.36%) Data Structures
3 8 (3.36%) Management Information System
4 7 (2.94%) Algorithms
5 4 (1.68%) Fixed Income
5 4 (1.68%) Greenfield Project
5 4 (1.68%) Mainframe
6 3 (1.26%) Virtual Team
7 2 (0.84%) Computer Science
7 2 (0.84%) Freedom of Information
8 1 (0.42%) NHS
8 1 (0.42%) N-Tier
8 1 (0.42%) Public Cloud
8 1 (0.42%) Replication
Operating Systems
1 40 (16.81%) Unix
2 10 (4.20%) Windows
3 7 (2.94%) Linux
4 3 (1.26%) Windows Server
5 2 (0.84%) Solaris
6 1 (0.42%) zOS
Processes & Methodologies
1 238 (100.00%) ETL
2 88 (36.97%) Business Intelligence
3 81 (34.03%) Agile Software Development
4 57 (23.95%) Data Modelling
5 53 (22.27%) Migration
6 46 (19.33%) Data Migration
7 37 (15.55%) Performance Tuning
8 32 (13.45%) Data Analysis
8 32 (13.45%) Kimball Methodology
9 22 (9.24%) Waterfall
10 19 (7.98%) SDLC
11 18 (7.56%) Problem-Solving
12 17 (7.14%) Analytics
12 17 (7.14%) Decision-Making
13 16 (6.72%) Dimensional Modelling
14 15 (6.30%) Data Integration
15 14 (5.88%) Data Engineering
16 12 (5.04%) Continuous Integration
16 12 (5.04%) Data Management
16 12 (5.04%) Unit Testing
Programming Languages
1 168 (70.59%) SQL
2 59 (24.79%) T-SQL
3 31 (13.03%) Python
4 26 (10.92%) Scala
5 23 (9.66%) Java
6 21 (8.82%) PL/SQL
7 17 (7.14%) C#
8 14 (5.88%) Shell Script
9 8 (3.36%) Perl
9 8 (3.36%) R
10 7 (2.94%) JavaScript
11 6 (2.52%) Bash Shell
12 5 (2.10%) Data Analysis Expressions (DAX)
13 3 (1.26%) PowerShell
14 2 (0.84%) F#
14 2 (0.84%) Groovy
15 1 (0.42%) ANSI SQL
15 1 (0.42%) AWK
15 1 (0.42%) FoxPro (VFP)
15 1 (0.42%) VBA
Qualifications
1 9 (3.78%) Security Cleared
2 4 (1.68%) SC Cleared
3 3 (1.26%) Degree
4 1 (0.42%) DBS Check
4 1 (0.42%) MCSA
4 1 (0.42%) MCSE
4 1 (0.42%) Microsoft Certification
Quality Assurance & Compliance
1 25 (10.50%) Data Quality
2 10 (4.20%) QA
3 5 (2.10%) GDPR
4 2 (0.84%) Disclosure Scotland
5 1 (0.42%) PMO
System Software
1 13 (5.46%) HDFS
2 4 (1.68%) Docker
3 1 (0.42%) Tivoli Workload Scheduler
Systems Management
1 7 (2.94%) Oozie
2 6 (2.52%) Ansible
2 6 (2.52%) Hadoop YARN
3 5 (2.10%) Oracle Flashback
4 2 (0.84%) Kibana
4 2 (0.84%) Tivoli
5 1 (0.42%) Control-M
Vendors
1 59 (24.79%) Microsoft
2 58 (24.37%) Oracle
3 38 (15.97%) Informatica
4 24 (10.08%) SAP
5 17 (7.14%) Tableau
5 17 (7.14%) Teradata
6 13 (5.46%) Talend
7 10 (4.20%) Atlassian
8 8 (3.36%) Hortonworks
9 7 (2.94%) Ab Initio
9 7 (2.94%) CA
10 6 (2.52%) Capita
10 6 (2.52%) IBM
11 4 (1.68%) Sage
11 4 (1.68%) Salesforce.com
12 3 (1.26%) Cognos
12 3 (1.26%) Dell
12 3 (1.26%) MicroStrategy
12 3 (1.26%) PeopleSoft
13 2 (0.84%) BMC