Period
to 16 December 2018

The following table provides summary statistics for contract job vacancies advertised in Berkshire 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 16 December 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)
South East > Berkshire
6 months to
16 Dec 2018
Same period 2017 Same period 2016
Rank 89 63 80
Rank change year-on-year -26 +17 -3
Contract jobs citing ETL 88 118 101
As % of all contract IT jobs advertised in Berkshire 2.05% 2.88% 2.36%
As % of the Processes & Methodologies category 2.40% 3.40% 2.85%
Number of daily rates quoted 51 79 63
Berkshire median daily rate £475 £438 £438
Median daily rate % change year-on-year +8.57% -0.11% +9.50%
10th Percentile £363 £363 £331
90th Percentile £600 £555 £575
South East median daily rate £450 £425 £434
% change year-on-year +5.88% -2.02% +8.44%
Number of hourly rates quoted 0 2 0
Berkshire median hourly rate - £56.50 -
South East median hourly rate - £55.00 £23.19
% change year-on-year - +137.17% +3.07%

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 Berkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Berkshire
Contract vacancies with a requirement for process or methodology skills 3,671 3,472 3,541
As % of all contract IT jobs advertised in Berkshire 85.49% 84.62% 82.89%
Number of daily rates quoted 1,746 1,816 1,870
Berkshire median daily rate £425 £425 £400
Median daily rate % change year-on-year - +6.25% -
10th Percentile £239 £263 £250
90th Percentile £588 £588 £575
South East median daily rate £438 £425 £405
% change year-on-year +2.94% +4.94% +2.27%
Number of hourly rates quoted 79 107 128
Berkshire median hourly rate £21.50 £14.50 £18.25
Median hourly rate % change year-on-year +48.28% -20.55% -28.53%
10th Percentile £12.00 £11.25 £11.25
90th Percentile £48.75 £41.50 £50.00
South East median hourly rate £25.00 £23.14 £24.23
% change year-on-year +8.04% -4.48% -4.78%

ETL
Job Vacancy Trend in Berkshire

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

Job vacancy trend for ETL in Berkshire

ETL
Contractor Daily Rate Trend in Berkshire

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

Contractor daily rate trend for ETL in Berkshire

ETL
Contractor Daily Rate Histogram in Berkshire

The daily rate distribution of IT jobs citing ETL in Berkshire over the 6 months to 16 December 2018.

Contractor daily rate histogram for ETL in Berkshire

ETL
Contractor Hourly Rate Trend in Berkshire

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

Contractor hourly rate trend for ETL in Berkshire

ETL
Contract Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Berkshire region over the 6 months to 16 December 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
Slough -5 18 £550 +4.76% 2
Reading -21 15 £450 +5.88% 6
Maidenhead -1 12 £438 -2.78% 3
Newbury -16 9 £500 +8.11%
Bracknell -18 5 £600 +50.00% 1
ETL
South East

For the 6 months to 16 December 2018, IT contractor jobs citing ETL 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 across the Berkshire region with a requirement for ETL.

1 53 (60.23%) SQL
2 35 (39.77%) Big Data
3 32 (36.36%) Analytics
4 29 (32.95%) Hadoop
5 28 (31.82%) Python
6 27 (30.68%) Analytical Skills
7 26 (29.55%) Data Analysis
8 25 (28.41%) Data Modelling
9 22 (25.00%) Data Analytics
10 21 (23.86%) Apache Hive
10 21 (23.86%) Apache Spark
11 20 (22.73%) Data Ingestion
11 20 (22.73%) Migration
12 19 (21.59%) Big Data Analytics
13 18 (20.45%) Talend
13 18 (20.45%) Open Source
13 18 (20.45%) Network Architecture
13 18 (20.45%) Data Migration
13 18 (20.45%) Data Protection
13 18 (20.45%) Flink
13 18 (20.45%) Kalman Filter
13 18 (20.45%) Spark Streaming
13 18 (20.45%) Legal
13 18 (20.45%) Firewall
13 18 (20.45%) SSH
13 18 (20.45%) Web Development
13 18 (20.45%) TCP/IP
13 18 (20.45%) Internet
14 17 (19.32%) Business Intelligence
14 17 (19.32%) Data Warehouse

ETL
Co-occurring IT Skills in Berkshire 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 21 (23.86%) Apache Spark
2 8 (9.09%) SAS
3 2 (2.27%) SharePoint
Applications
1 10 (11.36%) Microsoft Excel
Business Applications
1 2 (2.27%) Cognos Business Intelligence
2 1 (1.14%) BusinessWare
2 1 (1.14%) Dynamics GP
2 1 (1.14%) Oracle EBS
2 1 (1.14%) SAP Business ByDesign
Cloud Services
1 6 (6.82%) Force.com
2 4 (4.55%) Heroku
3 2 (2.27%) Amazon AWS
3 2 (2.27%) Amazon SageMaker
3 2 (2.27%) GitHub
3 2 (2.27%) SaaS
4 1 (1.14%) Salesforce Sales Cloud
4 1 (1.14%) Salesforce Service Cloud
4 1 (1.14%) SuccessFactors
Communications & Networking
1 18 (20.45%) Firewall
1 18 (20.45%) Internet
1 18 (20.45%) SSH
1 18 (20.45%) TCP/IP
2 3 (3.41%) Radio Access Network
3 2 (2.27%) ASN.1
3 2 (2.27%) HTTP
3 2 (2.27%) HTTPS
4 1 (1.14%) SMS
Database & Business Intelligence
1 35 (39.77%) Big Data
2 29 (32.95%) Hadoop
3 21 (23.86%) Apache Hive
4 18 (20.45%) Flink
5 17 (19.32%) Data Warehouse
6 15 (17.05%) Relational Database
7 13 (14.77%) Oracle Database
7 13 (14.77%) Oracle Database 12c
8 8 (9.09%) Power BI
8 8 (9.09%) SQL Server Integration Services
9 6 (6.82%) DB2
9 6 (6.82%) SQL Server
10 5 (5.68%) QlikView
11 4 (4.55%) Data Lake
11 4 (4.55%) Oracle ODI
11 4 (4.55%) SQL Server Reporting Services
11 4 (4.55%) Sqoop
12 3 (3.41%) BusinessObjects
12 3 (3.41%) Data Mining
12 3 (3.41%) Talend Open Studio
Development Applications
1 10 (11.36%) Toad
2 4 (4.55%) Git (software)
3 3 (3.41%) Oracle APEX
3 3 (3.41%) Team Foundation Server
4 2 (2.27%) Jenkins
4 2 (2.27%) Selenium
4 2 (2.27%) Subversion
General
1 18 (20.45%) Legal
2 17 (19.32%) Telecoms
3 8 (9.09%) Finance
4 6 (6.82%) Retail
5 5 (5.68%) Publishing
6 2 (2.27%) Marketing
Job Titles
1 43 (48.86%) Developer
2 16 (18.18%) Analyst
3 14 (15.91%) Analytics Developer
3 14 (15.91%) ETL Developer
4 13 (14.77%) Big Data Developer
4 13 (14.77%) Talend Developer
5 12 (13.64%) Data Analyst
6 11 (12.50%) Software Developer
7 9 (10.23%) Architect
8 5 (5.68%) Business Intelligence Developer
8 5 (5.68%) Software Engineer
8 5 (5.68%) SQL Developer
9 4 (4.55%) Big Data Engineer
9 4 (4.55%) Data Engineer
9 4 (4.55%) Designer
9 4 (4.55%) Information Specialist
9 4 (4.55%) Lead Developer
9 4 (4.55%) Salesforce Architect
9 4 (4.55%) SQL BI Developer
9 4 (4.55%) SSIS Developer
Libraries, Frameworks & Software Standards
1 18 (20.45%) Spark Streaming
2 12 (13.64%) XML
3 6 (6.82%) Web Services
4 5 (5.68%) JSON
5 2 (2.27%) Ajax
5 2 (2.27%) CSS
5 2 (2.27%) EDI
5 2 (2.27%) HTML
5 2 (2.27%) HTML5
5 2 (2.27%) Natural Language Processing
5 2 (2.27%) REST
5 2 (2.27%) Visualforce
6 1 (1.14%) .NET
6 1 (1.14%) .NET Framework
6 1 (1.14%) Kafka
6 1 (1.14%) SOAP
Miscellaneous
1 27 (30.68%) Analytical Skills
2 3 (3.41%) Client/Server
2 3 (3.41%) Mainframe
3 2 (2.27%) Algorithms
3 2 (2.27%) Data Structures
3 2 (2.27%) Life Science
4 1 (1.14%) EPoS
4 1 (1.14%) SWIFT
Operating Systems
1 4 (4.55%) Linux
2 2 (2.27%) VME
Processes & Methodologies
1 32 (36.36%) Analytics
2 26 (29.55%) Data Analysis
3 25 (28.41%) Data Modelling
4 22 (25.00%) Data Analytics
5 20 (22.73%) Data Ingestion
5 20 (22.73%) Migration
6 19 (21.59%) Big Data Analytics
7 18 (20.45%) Data Migration
7 18 (20.45%) Data Protection
7 18 (20.45%) Kalman Filter
7 18 (20.45%) Network Architecture
7 18 (20.45%) Open Source
7 18 (20.45%) Web Development
8 17 (19.32%) Business Intelligence
9 15 (17.05%) Agile Software Development
10 10 (11.36%) Regression Testing
11 7 (7.95%) Computer Science
11 7 (7.95%) Data Integration
11 7 (7.95%) Release Management
11 7 (7.95%) Stakeholder Management
Programming Languages
1 53 (60.23%) SQL
2 28 (31.82%) Python
3 14 (15.91%) Java
3 14 (15.91%) PL/SQL
4 5 (5.68%) T-SQL
5 3 (3.41%) C#
5 3 (3.41%) R
6 2 (2.27%) Apex Code
6 2 (2.27%) Bash Shell
6 2 (2.27%) JavaScript
6 2 (2.27%) Perl
7 1 (1.14%) Scala
Qualifications
1 1 (1.14%) SC Cleared
1 1 (1.14%) Security Cleared
Quality Assurance & Compliance
1 5 (5.68%) Data Quality
2 2 (2.27%) GDPR
3 1 (1.14%) QA
System Software
1 4 (4.55%) HDFS
2 2 (2.27%) Apache Flume
Vendors
1 18 (20.45%) Talend
2 15 (17.05%) Oracle
3 10 (11.36%) Tableau
4 8 (9.09%) Informatica
5 6 (6.82%) Salesforce.com
6 5 (5.68%) Ab Initio
6 5 (5.68%) MicroStrategy
7 4 (4.55%) SAP
8 3 (3.41%) Cloudera
9 2 (2.27%) Cognos
9 2 (2.27%) Netezza
9 2 (2.27%) Progress
9 2 (2.27%) Teradata
10 1 (1.14%) ComArch
10 1 (1.14%) Greenplum
10 1 (1.14%) ICL
10 1 (1.14%) Microsoft
10 1 (1.14%) Vitria