Period
to 16 January 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 16 January 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
16 Jan 2018
Same period 2017 Same period 2016
Rank 649 688 624
Rank change year-on-year +39 -64 +70
Contract jobs citing ETL Development 228 174 260
As % of all contract IT jobs advertised in the UK 0.23% 0.18% 0.24%
As % of the Processes & Methodologies category 0.27% 0.21% 0.29%
Number of daily rates quoted 169 121 203
UK median daily rate £450 £400 £425
Median daily rate % change year-on-year +12.50% -5.88% +6.25%
10th Percentile £343 £306 £313
90th Percentile £584 £550 £524
UK excluding London median daily rate £400 £375 £400
% change year-on-year +6.67% -6.25% +14.29%
Number of hourly rates quoted 4 5 0
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 84,708 80,985 88,418
As % of all contract IT jobs advertised in the UK 84.49% 83.85% 82.47%
Number of daily rates quoted 56,780 53,648 57,331
UK median daily rate £450 £425 £425
Median daily rate % change year-on-year +5.88% - +6.25%
10th Percentile £285 £263 £263
90th Percentile £638 £613 £600
UK excluding London median daily rate £410 £400 £390
% change year-on-year +2.50% +2.56% +4.00%
Number of hourly rates quoted 1,963 2,249 2,692
UK median hourly rate £23.75 £24.43 £23.43
Median hourly rate % change year-on-year -2.78% +4.29% +17.13%
10th Percentile £11.45 £11.25 £11.25
90th Percentile £50.00 £48.75 £50.00
UK excluding London median hourly rate £24.29 £24.00 £25.00
% change year-on-year +1.21% -4.00% +25.00%

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 16 January 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 16 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 16 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +52 212 £461 +18.27% 28
London +18 119 £500 +20.48% 14
UK excluding London +2 104 £400 +6.67% 17
South East -2 38 £450 +5.88% 4
North of England +25 26 £363 - 5
Midlands +18 19 £350 +150.00% 3
North West +14 13 £375 - 3
West Midlands - 13 £350 - 1
Yorkshire +13 11 £350 +2.94% 2
Scotland -15 9 £400 - 1
South West +3 7 £400 +8.47% 1
East Midlands +4 6 £375 +167.86% 2
North East +55 2 £475 +11.76%
East of England -20 2 - - 1
Wales -9 1 - - 2
Northern Ireland - 1 - -

For the 6 months to 16 January 2018, IT contractor jobs citing ETL Development also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads with a requirement for ETL Development.

1 228 (100.00%) ETL
2 153 (67.11%) SQL
3 134 (58.77%) Data Warehouse
4 131 (57.46%) SQL Server
5 127 (55.70%) Business Intelligence
6 113 (49.56%) SQL Server Integration Services
7 76 (33.33%) Microsoft
8 71 (31.14%) SQL Server Reporting Services
9 68 (29.82%) SQL Server Analysis Services
10 62 (27.19%) T-SQL
11 61 (26.75%) Finance
12 58 (25.44%) Data Modelling
13 49 (21.49%) Agile Software Development
14 48 (21.05%) Oracle
15 47 (20.61%) Kimball Methodology
16 44 (19.30%) MDX
17 40 (17.54%) Migration
18 35 (15.35%) Data Migration
19 31 (13.60%) Power BI
20 25 (10.96%) Data Quality
21 21 (9.21%) Data Analysis
21 21 (9.21%) SQL Server 2014
22 20 (8.77%) SQL Server 2016
22 20 (8.77%) Performance Tuning
23 19 (8.33%) Enterprise Data Warehouse
23 19 (8.33%) PL/SQL
24 18 (7.89%) OLAP
24 18 (7.89%) Unix
25 17 (7.46%) ERP
25 17 (7.46%) Analytical Skills

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 6 (2.63%) Apache Spark
2 2 (0.88%) PowerExchange
2 2 (0.88%) SAS
3 1 (0.44%) Apache Airflow
3 1 (0.44%) Luigi
Applications
1 7 (3.07%) Microsoft Excel
2 4 (1.75%) Microsoft Project
Business Applications
1 10 (4.39%) Unit4 Business World
2 5 (2.19%) Markit EDM
3 4 (1.75%) Lawson
4 3 (1.32%) iTrent
5 1 (0.44%) Dynamics CRM
5 1 (0.44%) Dynamics NAV
Cloud Services
1 10 (4.39%) Amazon AWS
2 9 (3.95%) Microsoft Azure
3 5 (2.19%) Amazon S3
4 4 (1.75%) Amazon Glacier
4 4 (1.75%) Boomi
5 3 (1.32%) GitHub
6 1 (0.44%) Amazon EMR
6 1 (0.44%) Amazon Kinesis
6 1 (0.44%) AWS Lambda
6 1 (0.44%) Azure Machine Learning
6 1 (0.44%) Serverless
Communications & Networking
1 4 (1.75%) FTP
1 4 (1.75%) Intranet
Database & Business Intelligence
1 134 (58.77%) Data Warehouse
2 131 (57.46%) SQL Server
3 113 (49.56%) SQL Server Integration Services
4 71 (31.14%) SQL Server Reporting Services
5 68 (29.82%) SQL Server Analysis Services
6 31 (13.60%) Power BI
7 21 (9.21%) SQL Server 2014
8 20 (8.77%) SQL Server 2016
9 19 (8.33%) Enterprise Data Warehouse
10 18 (7.89%) OLAP
11 16 (7.02%) SQL Server 2012
12 15 (6.58%) DataStage
12 15 (6.58%) NoSQL
12 15 (6.58%) Oracle Database
12 15 (6.58%) SQL Server 2008
13 12 (5.26%) Microsoft Analysis Services
14 11 (4.82%) Hadoop
15 9 (3.95%) Oracle BI EE
15 9 (3.95%) PowerCenter
16 8 (3.51%) IBM InfoSphere
Development Applications
1 12 (5.26%) Visual Studio
2 11 (4.82%) Team Foundation Server
3 9 (3.95%) ERwin
4 6 (2.63%) SQL Server Management Studio (SSMS)
5 3 (1.32%) JIRA
6 2 (0.88%) Mercurial
6 2 (0.88%) TeamCity
6 2 (0.88%) YouTrack
7 1 (0.44%) Eclipse
7 1 (0.44%) Subversion
General
1 61 (26.75%) Finance
2 12 (5.26%) Banking
3 8 (3.51%) Marketing
4 5 (2.19%) Retail
5 3 (1.32%) Legal
5 3 (1.32%) Manufacturing
5 3 (1.32%) Pharmaceutical
5 3 (1.32%) Telecoms
6 2 (0.88%) Advertising
6 2 (0.88%) Electronics
6 2 (0.88%) Games
6 2 (0.88%) Law
Job Titles
1 175 (76.75%) Developer
2 73 (32.02%) Business Intelligence Developer
3 57 (25.00%) SQL Developer
4 42 (18.42%) ETL Developer
5 35 (15.35%) SSIS Developer
6 25 (10.96%) Business Developer
7 21 (9.21%) Analyst
8 15 (6.58%) SSAS Developer
8 15 (6.58%) SSRS Developer
9 14 (6.14%) Business Intelligence Analyst
10 13 (5.70%) Analyst Developer
11 12 (5.26%) Full Stack Developer
11 12 (5.26%) PL/SQL Developer
11 12 (5.26%) SQL BI Developer
12 11 (4.82%) DataStage Developer
12 11 (4.82%) Senior Developer
13 10 (4.39%) Data Warehouse Developer
14 9 (3.95%) Data Engineer
14 9 (3.95%) SQL Server Developer
15 8 (3.51%) Architect
Libraries, Frameworks & Software Standards
1 44 (19.30%) MDX
2 7 (3.07%) .NET
3 6 (2.63%) Oracle GoldenGate
4 5 (2.19%) REST
4 5 (2.19%) Web Services
5 4 (1.75%) Kafka
5 4 (1.75%) RESTful
6 3 (1.32%) ODBC
7 2 (0.88%) .NET Framework
7 2 (0.88%) Entity Framework
7 2 (0.88%) JSON
7 2 (0.88%) LINQ
7 2 (0.88%) SOAP
7 2 (0.88%) XML
8 1 (0.44%) Ajax
8 1 (0.44%) ASP.NET
8 1 (0.44%) Spring
8 1 (0.44%) XSD
8 1 (0.44%) XSL
8 1 (0.44%) XSLT
Miscellaneous
1 17 (7.46%) Analytical Skills
2 7 (3.07%) Greenfield Project
3 6 (2.63%) Reinsurance
4 4 (1.75%) Data Structures
4 4 (1.75%) Mainframe
5 3 (1.32%) Management Information System
6 2 (0.88%) Computer Science
6 2 (0.88%) Linked Data
6 2 (0.88%) Virtual Team
7 1 (0.44%) Data Protection Act
7 1 (0.44%) Fintech
7 1 (0.44%) Market Risk
7 1 (0.44%) NHS
7 1 (0.44%) VSAM
Operating Systems
1 18 (7.89%) Unix
2 6 (2.63%) Linux
3 1 (0.44%) Windows
3 1 (0.44%) Windows 10
Processes & Methodologies
1 228 (100.00%) ETL
2 127 (55.70%) Business Intelligence
3 58 (25.44%) Data Modelling
4 49 (21.49%) Agile Software Development
5 47 (20.61%) Kimball Methodology
6 40 (17.54%) Migration
7 35 (15.35%) Data Migration
8 21 (9.21%) Data Analysis
9 20 (8.77%) Performance Tuning
10 17 (7.46%) Analytics
10 17 (7.46%) ERP
11 16 (7.02%) Dimensional Modelling
12 13 (5.70%) Waterfall
13 10 (4.39%) Data Management
14 9 (3.95%) SDLC
14 9 (3.95%) Unit Testing
15 7 (3.07%) Data Integration
16 6 (2.63%) Data Cleansing
16 6 (2.63%) Requirements Analysis
16 6 (2.63%) Stakeholder Management
Programming Languages
1 153 (67.11%) SQL
2 62 (27.19%) T-SQL
3 19 (8.33%) PL/SQL
4 13 (5.70%) Java
5 12 (5.26%) Shell Script
6 11 (4.82%) Data Analysis Expressions (DAX)
6 11 (4.82%) Python
7 10 (4.39%) C#
8 4 (1.75%) PowerShell
9 3 (1.32%) Scala
10 2 (0.88%) C++
10 2 (0.88%) Perl
10 2 (0.88%) VBA
11 1 (0.44%) Bash Shell
11 1 (0.44%) C
11 1 (0.44%) MATLAB
11 1 (0.44%) R
Qualifications
1 10 (4.39%) Degree
1 10 (4.39%) Security Cleared
2 6 (2.63%) CTC Cleared
3 3 (1.32%) SC Cleared
4 1 (0.44%) Computer Science Degree
Quality Assurance & Compliance
1 25 (10.96%) Data Quality
2 4 (1.75%) QA
3 1 (0.44%) 21 CFR Part 11
3 1 (0.44%) CDISC
3 1 (0.44%) Disclosure Scotland
3 1 (0.44%) GDPR
3 1 (0.44%) GxP
3 1 (0.44%) HL7
System Software
1 3 (1.32%) Apache Flume
Systems Management
1 1 (0.44%) Oracle EDQ
Vendors
1 76 (33.33%) Microsoft
2 48 (21.05%) Oracle
3 16 (7.02%) Informatica
3 16 (7.02%) SAP
4 15 (6.58%) IBM
5 12 (5.26%) Tableau
6 7 (3.07%) Salesforce.com
6 7 (3.07%) Teradata
7 6 (2.63%) Cognos
8 5 (2.19%) CA
9 4 (1.75%) Cloudera
9 4 (1.75%) Dell
9 4 (1.75%) Sage
10 3 (1.32%) Talend
11 2 (0.88%) Ab Initio
11 2 (0.88%) Dundas
11 2 (0.88%) Microgen
11 2 (0.88%) Workday
12 1 (0.44%) Logi Analytics
12 1 (0.44%) Mercator