Period
to 20 October 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 20 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)
South East > Berkshire
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 79 73 92
Rank change year-on-year -6 +19 -20
Contract jobs citing ETL 91 93 87
As % of all contract IT jobs advertised in Berkshire 2.34% 2.34% 1.95%
As % of the Processes & Methodologies category 2.77% 2.77% 2.37%
Number of daily rates quoted 53 61 49
Berkshire median daily rate £475 £450 £434
Median daily rate % change year-on-year +5.56% +3.75% +8.44%
10th Percentile £369 £350 £306
90th Percentile £641 £550 £508
South East median daily rate £450 £425 £400
% change year-on-year +5.88% +6.25% -
Number of hourly rates quoted 0 1 0
Berkshire median hourly rate - £58.00 -
South East median hourly rate - £58.00 £30.00
% change year-on-year - +93.33% +33.33%

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 3,290 3,360 3,674
As % of all contract IT jobs advertised in Berkshire 84.47% 84.38% 82.25%
Number of daily rates quoted 1,624 1,719 1,998
Berkshire median daily rate £425 £425 £400
Median daily rate % change year-on-year - +6.25% +3.23%
10th Percentile £225 £263 £250
90th Percentile £575 £588 £569
South East median daily rate £435 £425 £400
% change year-on-year +2.35% +6.25% +3.23%
Number of hourly rates quoted 75 110 143
Berkshire median hourly rate £20.00 £15.75 £17.50
Median hourly rate % change year-on-year +26.98% -10.00% -30.00%
10th Percentile £11.20 £11.25 £12.00
90th Percentile £47.95 £39.53 £43.28
South East median hourly rate £27.00 £22.25 £22.50
% change year-on-year +21.35% -1.11% -2.17%

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 20 October 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 20 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
Reading -14 19 £481 +13.24% 7
Slough -2 15 £550 +7.32% 6
Newbury -12 15 £525 +10.53% 5
Bracknell +8 10 £570 +26.67%
Maidenhead -8 9 £456 +1.39% 6
ETL
South East

For the 6 months to 20 October 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 46 (50.55%) SQL
2 34 (37.36%) Analytics
3 28 (30.77%) Big Data
4 26 (28.57%) Data Modelling
4 26 (28.57%) Migration
5 24 (26.37%) Hadoop
6 23 (25.27%) Data Migration
6 23 (25.27%) Data Warehouse
7 22 (24.18%) Talend
8 20 (21.98%) Data Ingestion
8 20 (21.98%) Data Analysis
9 19 (20.88%) Apache Spark
10 18 (19.78%) Data Analytics
10 18 (19.78%) Apache Hive
10 18 (19.78%) Python
11 17 (18.68%) Oracle
11 17 (18.68%) Relational Database
11 17 (18.68%) Analytical Skills
12 16 (17.58%) Big Data Analytics
12 16 (17.58%) Business Intelligence
12 16 (17.58%) Telecoms
13 15 (16.48%) Legal
13 15 (16.48%) SSH
13 15 (16.48%) Data Protection
13 15 (16.48%) Web Development
13 15 (16.48%) TCP/IP
13 15 (16.48%) Firewall
13 15 (16.48%) Internet
13 15 (16.48%) Open Source
13 15 (16.48%) Network Architecture

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 19 (20.88%) Apache Spark
2 3 (3.30%) SAS
3 1 (1.10%) PowerExchange
Applications
1 13 (14.29%) Microsoft Excel
Business Applications
1 4 (4.40%) SAP ERP
1 4 (4.40%) SAP S/4HANA
2 2 (2.20%) Cognos Business Intelligence
3 1 (1.10%) Maximo
3 1 (1.10%) Oracle EBS
3 1 (1.10%) SAP Business ByDesign
3 1 (1.10%) SAP MDG
Cloud Services
1 6 (6.59%) Force.com
2 5 (5.49%) Azure Data Factory
2 5 (5.49%) Microsoft Azure
3 4 (4.40%) Heroku
4 2 (2.20%) GitHub
4 2 (2.20%) PaaS
5 1 (1.10%) Amazon AWS
5 1 (1.10%) Amazon S3
5 1 (1.10%) Salesforce Sales Cloud
5 1 (1.10%) Salesforce Service Cloud
5 1 (1.10%) SuccessFactors
Communications & Networking
1 15 (16.48%) Firewall
1 15 (16.48%) Internet
1 15 (16.48%) SSH
1 15 (16.48%) TCP/IP
2 3 (3.30%) Radio Access Network
3 2 (2.20%) ASN.1
3 2 (2.20%) HTTP
3 2 (2.20%) HTTPS
4 1 (1.10%) SMS
Database & Business Intelligence
1 28 (30.77%) Big Data
2 24 (26.37%) Hadoop
3 23 (25.27%) Data Warehouse
4 18 (19.78%) Apache Hive
5 17 (18.68%) Relational Database
6 15 (16.48%) Flink
7 13 (14.29%) Oracle Database
8 12 (13.19%) Oracle Database 12c
9 6 (6.59%) Data Lake
9 6 (6.59%) SAP Data Services
9 6 (6.59%) SQL Server
9 6 (6.59%) Sqoop
10 5 (5.49%) BusinessObjects
11 4 (4.40%) Talend Open Studio
12 3 (3.30%) Data Mining
12 3 (3.30%) OLAP
12 3 (3.30%) Oracle Reports
12 3 (3.30%) PowerCenter
13 2 (2.20%) DataStage
13 2 (2.20%) SQL Server Integration Services
Development Applications
1 9 (9.89%) Toad
2 5 (5.49%) LSMW
3 4 (4.40%) Git (software)
4 3 (3.30%) Oracle APEX
5 2 (2.20%) Jenkins
5 2 (2.20%) Selenium
5 2 (2.20%) Subversion
6 1 (1.10%) ERwin
General
1 16 (17.58%) Telecoms
2 15 (16.48%) Legal
3 9 (9.89%) Finance
4 5 (5.49%) Publishing
5 2 (2.20%) Marketing
6 1 (1.10%) Retail
Job Titles
1 37 (40.66%) Developer
2 17 (18.68%) Talend Developer
3 14 (15.38%) Analyst
4 13 (14.29%) ETL Developer
5 12 (13.19%) Architect
5 12 (13.19%) Data Analyst
6 11 (12.09%) Analytics Developer
7 10 (10.99%) Big Data Developer
8 8 (8.79%) Software Developer
9 6 (6.59%) Consultant
9 6 (6.59%) Designer
9 6 (6.59%) Software Engineer
10 5 (5.49%) Data Architect
10 5 (5.49%) Data Consultant
10 5 (5.49%) Data Engineer
10 5 (5.49%) Lead Developer
11 4 (4.40%) Administrator
11 4 (4.40%) Big Data Engineer
11 4 (4.40%) Cloud Administrator
11 4 (4.40%) Senior Developer
Libraries, Frameworks & Software Standards
1 15 (16.48%) Spark Streaming
2 10 (10.99%) XML
3 7 (7.69%) Web Services
4 5 (5.49%) BAPI
5 4 (4.40%) JSON
6 2 (2.20%) Ajax
6 2 (2.20%) CSS
6 2 (2.20%) EDI
6 2 (2.20%) HTML
6 2 (2.20%) HTML5
6 2 (2.20%) Kafka
6 2 (2.20%) Visualforce
Miscellaneous
1 17 (18.68%) Analytical Skills
2 7 (7.69%) Computer Science
3 3 (3.30%) Client/Server
4 2 (2.20%) Data Structures
4 2 (2.20%) Life Science
4 2 (2.20%) Mainframe
Operating Systems
1 7 (7.69%) Linux
2 2 (2.20%) VME
Processes & Methodologies
1 34 (37.36%) Analytics
2 26 (28.57%) Data Modelling
2 26 (28.57%) Migration
3 23 (25.27%) Data Migration
4 20 (21.98%) Data Analysis
4 20 (21.98%) Data Ingestion
5 18 (19.78%) Data Analytics
6 16 (17.58%) Big Data Analytics
6 16 (17.58%) Business Intelligence
7 15 (16.48%) Data Protection
7 15 (16.48%) Kalman Filter
7 15 (16.48%) Network Architecture
7 15 (16.48%) Open Source
7 15 (16.48%) Web Development
8 14 (15.38%) Data Integration
9 10 (10.99%) Agile Software Development
9 10 (10.99%) Data Management
9 10 (10.99%) Regression Testing
10 9 (9.89%) Data Cleansing
11 7 (7.69%) Problem-Solving
Programming Languages
1 46 (50.55%) SQL
2 18 (19.78%) Python
3 14 (15.38%) PL/SQL
4 12 (13.19%) Java
5 2 (2.20%) Apex Code
5 2 (2.20%) Bash Shell
5 2 (2.20%) C#
5 2 (2.20%) JavaScript
5 2 (2.20%) Perl
6 1 (1.10%) R
6 1 (1.10%) Scala
Qualifications
1 2 (2.20%) SC Cleared
1 2 (2.20%) Security Cleared
Quality Assurance & Compliance
1 6 (6.59%) Data Quality
System Software
1 6 (6.59%) HDFS
2 4 (4.40%) Apache Flume
Vendors
1 22 (24.18%) Talend
2 17 (18.68%) Oracle
3 12 (13.19%) SAP
4 10 (10.99%) Informatica
5 6 (6.59%) Salesforce.com
6 5 (5.49%) Ab Initio
6 5 (5.49%) Cloudera
6 5 (5.49%) Microsoft
7 4 (4.40%) Tableau
8 2 (2.20%) Cognos
8 2 (2.20%) Netezza
8 2 (2.20%) Teradata
9 1 (1.10%) ComArch
9 1 (1.10%) Greenplum
9 1 (1.10%) ICL