Period
to 22 October 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 October 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 Oct 2018
Same period 2017 Same period 2016
Rank 651 670 689
Rank change year-on-year +19 +19 -111
Contract jobs citing ETL Development 237 211 219
As % of all contract IT jobs advertised in the UK 0.23% 0.21% 0.21%
As % of the Processes & Methodologies category 0.27% 0.25% 0.24%
Number of daily rates quoted 164 148 161
UK median daily rate £450 £469 £375
Median daily rate % change year-on-year -4.00% +25.00% -11.76%
10th Percentile £327 £350 £300
90th Percentile £586 £575 £525
UK excluding London median daily rate £415 £425 £375
% change year-on-year -2.35% +13.33% -6.25%
Number of hourly rates quoted 0 4 5
UK median hourly rate - £44.66 £48.00
Median hourly rate % change year-on-year - -6.96% -
UK excluding London median hourly rate - £44.66 £48.00
% change year-on-year - -6.96% -

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 89,046 85,202 89,754
As % of all contract IT jobs advertised in the UK 86.22% 85.74% 85.14%
Number of daily rates quoted 58,741 56,485 59,254
UK median daily rate £454 £450 £425
Median daily rate % change year-on-year +0.89% +5.88% +3.03%
10th Percentile £300 £280 £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 2,410 2,040 2,437
UK median hourly rate £21.00 £24.93 £22.50
Median hourly rate % change year-on-year -15.75% +10.78% +3.97%
10th Percentile £11.18 £11.25 £11.25
90th Percentile £50.00 £50.00 £48.43
UK excluding London median hourly rate £20.50 £25.00 £22.50
% change year-on-year -18.00% +11.11% +3.07%

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 October 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 13 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 October 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 +5 212 £444 -4.05% 51
UK excluding London 0 124 £415 -2.35% 30
London -6 109 £475 -3.55% 26
North of England -13 36 £355 -5.33% 9
South East -24 27 £415 -10.27% 6
Yorkshire -2 25 £355 +1.43% 4
East of England +24 22 £444 +36.54% 2
Scotland -8 20 £525 +16.67% 3
South West -15 14 £419 +1.52% 2
North West -11 11 £438 +9.38% 3
West Midlands -19 3 £475 +5.56% 5
Midlands -32 3 £475 +5.56% 6
Wales -21 2 £395 - 2

For the 6 months to 22 October 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.

1 237 (100.00%) ETL
2 180 (75.95%) SQL
3 176 (74.26%) Data Warehouse
4 128 (54.01%) SQL Server
5 116 (48.95%) SQL Server Integration Services
6 88 (37.13%) Business Intelligence
7 69 (29.11%) Agile Software Development
8 66 (27.85%) Oracle
9 65 (27.43%) T-SQL
10 59 (24.89%) Microsoft
11 55 (23.21%) Data Modelling
12 50 (21.10%) Migration
13 48 (20.25%) Relational Database
14 46 (19.41%) Data Migration
15 45 (18.99%) Unix
16 43 (18.14%) Finance
16 43 (18.14%) SQL Server Reporting Services
17 39 (16.46%) SQL Server Analysis Services
17 39 (16.46%) Performance Tuning
18 34 (14.35%) Data Integration
19 32 (13.50%) Data Analysis
19 32 (13.50%) Kimball Methodology
20 31 (13.08%) Analytical Skills
20 31 (13.08%) Shell Script
21 29 (12.24%) SQL Server 2016
21 29 (12.24%) SQL Server 2012
22 28 (11.81%) Apache Spark
23 27 (11.39%) Apache Hive
24 26 (10.97%) C#
24 26 (10.97%) Power BI

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 28 (11.81%) Apache Spark
2 8 (3.38%) Apache
2 8 (3.38%) Confluence
3 6 (2.53%) Elasticsearch
4 5 (2.11%) SAS
4 5 (2.11%) SharePoint
5 4 (1.69%) Apache Solr
Applications
1 9 (3.80%) Microsoft Excel
2 4 (1.69%) Microsoft PowerPoint
3 3 (1.27%) MS Visio
4 1 (0.42%) Microsoft Office
Business Applications
1 3 (1.27%) Line 500
1 3 (1.27%) Oracle ERP
1 3 (1.27%) Sage X3
2 2 (0.84%) Sage CRM
3 1 (0.42%) Dynamics AX
3 1 (0.42%) Dynamics CRM
3 1 (0.42%) Dynamics NAV
3 1 (0.42%) SAP MDG
3 1 (0.42%) SAP Oil and Gas
Cloud Services
1 23 (9.70%) Amazon AWS
2 20 (8.44%) Microsoft Azure
3 10 (4.22%) Amazon S3
3 10 (4.22%) Azure Data Factory
4 5 (2.11%) Amazon EMR
5 4 (1.69%) Amazon EC2
5 4 (1.69%) AWS Lambda
5 4 (1.69%) Serverless
6 2 (0.84%) Amazon Kinesis
6 2 (0.84%) AWS Elastic Beanstalk
7 1 (0.42%) Google Cloud Platform
7 1 (0.42%) SaaS
Communications & Networking
1 4 (1.69%) Kerberos
1 4 (1.69%) SSL
1 4 (1.69%) VPN
2 3 (1.27%) SMS
Database & Business Intelligence
1 176 (74.26%) Data Warehouse
2 128 (54.01%) SQL Server
3 116 (48.95%) SQL Server Integration Services
4 48 (20.25%) Relational Database
5 43 (18.14%) SQL Server Reporting Services
6 39 (16.46%) SQL Server Analysis Services
7 29 (12.24%) SQL Server 2012
7 29 (12.24%) SQL Server 2016
8 27 (11.39%) Apache Hive
9 26 (10.97%) Power BI
10 23 (9.70%) Hadoop
11 19 (8.02%) OLAP
11 19 (8.02%) SQL Server 2008
12 18 (7.59%) SSDT
13 17 (7.17%) Big Data
13 17 (7.17%) Oracle Database
13 17 (7.17%) PostgreSQL
13 17 (7.17%) SQL Server 2014
14 15 (6.33%) HBase
14 15 (6.33%) MongoDB
Development Applications
1 20 (8.44%) JIRA
2 13 (5.49%) Git (software)
3 10 (4.22%) Team Foundation Server
4 6 (2.53%) Eclipse
4 6 (2.53%) Jenkins
5 4 (1.69%) Bitbucket
5 4 (1.69%) FishEye
5 4 (1.69%) Maven
6 2 (0.84%) GitLab
6 2 (0.84%) Visual Studio
7 1 (0.42%) ERwin
7 1 (0.42%) Hudson
7 1 (0.42%) Octopus Deploy
7 1 (0.42%) PowerDesigner
General
1 43 (18.14%) Finance
2 17 (7.17%) Banking
3 11 (4.64%) Retail
4 6 (2.53%) Games
5 5 (2.11%) Legal
5 5 (2.11%) Marketing
6 2 (0.84%) Front Office
6 2 (0.84%) German Language
6 2 (0.84%) Retail Banking
6 2 (0.84%) Spanish Language
6 2 (0.84%) Telecoms
7 1 (0.42%) Electronics
7 1 (0.42%) Investment Banking
7 1 (0.42%) Manufacturing
Job Titles
1 187 (78.90%) Developer
2 57 (24.05%) ETL Developer
3 47 (19.83%) SQL Developer
4 34 (14.35%) Business Intelligence Developer
5 24 (10.13%) SSIS Developer
6 20 (8.44%) Data Warehouse Developer
7 18 (7.59%) Ab Initio Developer
8 15 (6.33%) Data Engineer
9 13 (5.49%) Lead Developer
10 12 (5.06%) Oracle Developer
11 11 (4.64%) Oracle ETL Developer
11 11 (4.64%) Talend Developer
12 10 (4.22%) Consultant
13 7 (2.95%) Big Data Engineer
13 7 (2.95%) Oracle Data Warehouse Developer
13 7 (2.95%) SAP Developer
14 6 (2.53%) Analyst
14 6 (2.53%) Database Engineer
14 6 (2.53%) Python Developer
14 6 (2.53%) SSAS Developer
Libraries, Frameworks & Software Standards
1 22 (9.28%) XML
2 16 (6.75%) JSON
3 10 (4.22%) Web Services
4 9 (3.80%) .NET
5 7 (2.95%) MDX
6 6 (2.53%) Oracle GoldenGate
6 6 (2.53%) Play Framework
7 5 (2.11%) HTML
8 4 (1.69%) Apache Commons
8 4 (1.69%) Guava
8 4 (1.69%) HTML5
8 4 (1.69%) Kafka
8 4 (1.69%) Natural Language Processing
8 4 (1.69%) React
8 4 (1.69%) Spring
9 2 (0.84%) EDI
9 2 (0.84%) Middleware
9 2 (0.84%) PostGIS
9 2 (0.84%) REST
10 1 (0.42%) COM
Miscellaneous
1 31 (13.08%) Analytical Skills
2 9 (3.80%) Algorithms
2 9 (3.80%) Replication
3 8 (3.38%) Reinsurance
4 6 (2.53%) Computer Science
4 6 (2.53%) Management Information System
5 5 (2.11%) Fintech
6 3 (1.27%) Greenfield Project
6 3 (1.27%) Virtual Team
7 2 (0.84%) Data Structures
7 2 (0.84%) Fixed Income
7 2 (0.84%) Infotainment
8 1 (0.42%) Digital Media
8 1 (0.42%) FMCG
8 1 (0.42%) Freedom of Information
8 1 (0.42%) Mainframe
8 1 (0.42%) N-Tier
8 1 (0.42%) Public Cloud
8 1 (0.42%) Self-Motivation
8 1 (0.42%) VSAM
Operating Systems
1 45 (18.99%) Unix
2 13 (5.49%) Windows
3 9 (3.80%) Linux
4 3 (1.27%) Windows Server
5 2 (0.84%) Solaris
6 1 (0.42%) zOS
Processes & Methodologies
1 237 (100.00%) ETL
2 88 (37.13%) Business Intelligence
3 69 (29.11%) Agile Software Development
4 55 (23.21%) Data Modelling
5 50 (21.10%) Migration
6 46 (19.41%) Data Migration
7 39 (16.46%) Performance Tuning
8 34 (14.35%) Data Integration
9 32 (13.50%) Data Analysis
9 32 (13.50%) Kimball Methodology
10 23 (9.70%) Data Transformation
11 22 (9.28%) Dimensional Modelling
12 20 (8.44%) Database Tuning
13 19 (8.02%) Problem-Solving
14 18 (7.59%) Data Engineering
14 18 (7.59%) SDLC
14 18 (7.59%) User Acceptance Testing
15 17 (7.17%) SQL Optimisation
16 15 (6.33%) Data Reconciliation
16 15 (6.33%) Waterfall
Programming Languages
1 180 (75.95%) SQL
2 65 (27.43%) T-SQL
3 31 (13.08%) Shell Script
4 26 (10.97%) C#
5 21 (8.86%) PL/SQL
6 20 (8.44%) Python
7 19 (8.02%) Scala
8 16 (6.75%) Java
9 13 (5.49%) VBA
10 9 (3.80%) PowerShell
11 8 (3.38%) Bash Shell
12 6 (2.53%) JavaScript
12 6 (2.53%) Perl
13 5 (2.11%) AWK
14 4 (1.69%) ABAP
14 4 (1.69%) Data Analysis Expressions (DAX)
14 4 (1.69%) R
14 4 (1.69%) sed
15 2 (0.84%) COBOL
15 2 (0.84%) Groovy
Qualifications
1 13 (5.49%) Security Cleared
2 8 (3.38%) Degree
3 7 (2.95%) SC Cleared
4 4 (1.69%) Master's Degree
5 1 (0.42%) DBS Check
Quality Assurance & Compliance
1 20 (8.44%) Data Quality
2 13 (5.49%) QA
3 1 (0.42%) GDPR
System Software
1 11 (4.64%) HDFS
2 4 (1.69%) Docker
Systems Management
1 7 (2.95%) Oozie
2 4 (1.69%) Ansible
2 4 (1.69%) Hadoop YARN
3 2 (0.84%) Kibana
4 1 (0.42%) Control-M
4 1 (0.42%) Tivoli
Vendors
1 66 (27.85%) Oracle
2 59 (24.89%) Microsoft
3 22 (9.28%) Ab Initio
4 21 (8.86%) Talend
4 21 (8.86%) Teradata
5 20 (8.44%) Informatica
6 18 (7.59%) SAP
7 10 (4.22%) Tableau
7 10 (4.22%) Workday
8 9 (3.80%) IBM
9 8 (3.38%) Atlassian
10 7 (2.95%) Hortonworks
11 6 (2.53%) EXASOL
12 3 (1.27%) Google
12 3 (1.27%) Sage
13 2 (0.84%) Alteryx
13 2 (0.84%) BMC
13 2 (0.84%) Salesforce.com
14 1 (0.42%) RedGate
14 1 (0.42%) TSYS