Period
to 17 December 2018

The following table provides summary statistics for contract job vacancies advertised in Canary Wharf 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 17 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)
Tower Hamlets > Canary Wharf
6 months to
17 Dec 2018
Same period 2017 Same period 2016
Rank 55 39 31
Rank change year-on-year -16 -8 +10
Contract jobs citing ETL 11 15 10
As % of all contract IT jobs advertised in Canary Wharf 2.95% 5.07% 3.28%
As % of the Processes & Methodologies category 3.11% 5.42% 3.50%
Number of daily rates quoted 5 4 7
Canary Wharf median daily rate £430 £499 £475
Median daily rate % change year-on-year -13.78% +5.00% -
10th Percentile £403 £332 £448
90th Percentile £515 £571 £624
Tower Hamlets median daily rate £430 £499 £513
% change year-on-year -13.78% -2.68% +7.89%
Number of hourly rates quoted 0 0 0
Canary Wharf median hourly rate - - -
Tower Hamlets median hourly rate - - -

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 Canary Wharf with a requirement for process or methodology skills.

All Process and Methodology Skills
Canary Wharf
Contract vacancies with a requirement for process or methodology skills 354 277 286
As % of all contract IT jobs advertised in Canary Wharf 94.91% 93.58% 93.77%
Number of daily rates quoted 297 224 202
Canary Wharf median daily rate £550 £525 £450
Median daily rate % change year-on-year +4.76% +16.67% -10.00%
10th Percentile £375 £271 £313
90th Percentile £650 £650 £610
Tower Hamlets median daily rate £550 £525 £450
% change year-on-year +4.76% +16.67% -10.00%
Number of hourly rates quoted 2 2 0
Canary Wharf median hourly rate £93.44 £15.00 -
Median hourly rate % change year-on-year +522.92% - -
Tower Hamlets median hourly rate £93.44 £15.00 -
% change year-on-year +522.92% - -

ETL
Job Vacancy Trend in Canary Wharf

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

Job vacancy trend for ETL in Canary Wharf

ETL
Contractor Daily Rate Trend in Canary Wharf

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

Contractor daily rate trend for ETL in Canary Wharf

For the 6 months to 17 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 Canary Wharf region with a requirement for ETL.

1 8 (72.73%) SQL
1 8 (72.73%) Hadoop
2 7 (63.64%) R
2 7 (63.64%) Apache Spark
2 7 (63.64%) Python
2 7 (63.64%) Finance
3 6 (54.55%) Business Intelligence
3 6 (54.55%) Algorithms
3 6 (54.55%) Analytics
3 6 (54.55%) Data Science
4 5 (45.45%) Data Warehouse
4 5 (45.45%) MATLAB
4 5 (45.45%) Oracle
5 4 (36.36%) SAS
5 4 (36.36%) Agile Software Development
5 4 (36.36%) Google
5 4 (36.36%) Mathematics
5 4 (36.36%) Continuous Integration
5 4 (36.36%) DevOps
5 4 (36.36%) Data Visualisation
5 4 (36.36%) Tableau
5 4 (36.36%) Scala
5 4 (36.36%) Machine Learning
5 4 (36.36%) Big Data
5 4 (36.36%) Visualisation
5 4 (36.36%) Amazon AWS
5 4 (36.36%) Apache Hive
5 4 (36.36%) Problem-Solving
5 4 (36.36%) Analytical Skills
6 3 (27.27%) Power BI

ETL
Co-occurring IT Skills in Canary Wharf 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 7 (63.64%) Apache Spark
2 4 (36.36%) SAS
3 3 (27.27%) SharePoint
4 2 (18.18%) Apache
4 2 (18.18%) Apache Solr
4 2 (18.18%) Confluence
4 2 (18.18%) Elasticsearch
5 1 (9.09%) Apache Airflow
5 1 (9.09%) Apache Pig
Applications
1 2 (18.18%) Microsoft Excel
2 1 (9.09%) Chatbot
2 1 (9.09%) MS Visio
Business Applications
1 1 (9.09%) SAP Oil and Gas
Cloud Services
1 4 (36.36%) Amazon AWS
2 3 (27.27%) Amazon S3
3 2 (18.18%) Google Cloud Platform
4 1 (9.09%) Amazon EC2
4 1 (9.09%) Microsoft Azure
4 1 (9.09%) Virtual Private Cloud
Communications & Networking
1 2 (18.18%) Kerberos
1 2 (18.18%) SSL
1 2 (18.18%) VPN
Database & Business Intelligence
1 8 (72.73%) Hadoop
2 5 (45.45%) Data Warehouse
3 4 (36.36%) Apache Hive
3 4 (36.36%) Big Data
4 3 (27.27%) Data Lake
4 3 (27.27%) Data Mining
4 3 (27.27%) HBase
4 3 (27.27%) Power BI
4 3 (27.27%) SQL Server
5 2 (18.18%) Amazon Redshift
5 2 (18.18%) Apache Cassandra
5 2 (18.18%) BigQuery
5 2 (18.18%) NoSQL
5 2 (18.18%) Parquet
5 2 (18.18%) Relational Database
6 1 (9.09%) Neo4j
6 1 (9.09%) Redis
6 1 (9.09%) SAP Data Services
6 1 (9.09%) SAP HANA
6 1 (9.09%) Sqoop
Development Applications
1 2 (18.18%) FishEye
1 2 (18.18%) Git (software)
1 2 (18.18%) JIRA
2 1 (9.09%) Jenkins
General
1 7 (63.64%) Finance
2 2 (18.18%) Games
3 1 (9.09%) Banking
3 1 (9.09%) Retail
Job Titles
1 4 (36.36%) Developer
2 3 (27.27%) Data Scientist
3 2 (18.18%) Big Data Developer
3 2 (18.18%) SQL Developer
4 1 (9.09%) Analyst
4 1 (9.09%) Architect
4 1 (9.09%) Business Intelligence Analyst
4 1 (9.09%) Business Intelligence Developer
4 1 (9.09%) Data Warehouse Developer
4 1 (9.09%) ETL Developer
4 1 (9.09%) Excel Developer
4 1 (9.09%) Graduate
4 1 (9.09%) Junior
4 1 (9.09%) Platform Architect
4 1 (9.09%) Platform Engineer
4 1 (9.09%) SAP BI Developer
4 1 (9.09%) SAP BusinessObjects (BO) Developer
4 1 (9.09%) SAP Developer
4 1 (9.09%) SAP Engineer
4 1 (9.09%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 3 (27.27%) Kafka
1 3 (27.27%) Natural Language Processing
1 3 (27.27%) XML
2 2 (18.18%) Caffe
2 2 (18.18%) HTML
2 2 (18.18%) HTML5
2 2 (18.18%) Keras
2 2 (18.18%) Play Framework
2 2 (18.18%) React
2 2 (18.18%) TensorFlow
2 2 (18.18%) Theano
3 1 (9.09%) GraphX
3 1 (9.09%) JSON
3 1 (9.09%) RESTful
Miscellaneous
1 6 (54.55%) Algorithms
2 4 (36.36%) Analytical Skills
3 3 (27.27%) Fintech
4 1 (9.09%) Foreign Exchange (FX)
4 1 (9.09%) Wiki
Operating Systems
1 3 (27.27%) Unix
2 1 (9.09%) Windows
Processes & Methodologies
1 6 (54.55%) Analytics
1 6 (54.55%) Business Intelligence
1 6 (54.55%) Data Science
2 4 (36.36%) Agile Software Development
2 4 (36.36%) Continuous Integration
2 4 (36.36%) Data Visualisation
2 4 (36.36%) DevOps
2 4 (36.36%) Machine Learning
2 4 (36.36%) Mathematics
2 4 (36.36%) Problem-Solving
2 4 (36.36%) Visualisation
3 3 (27.27%) Computer Science
3 3 (27.27%) Data Analysis
3 3 (27.27%) Statistical Modelling
4 2 (18.18%) Data Analytics
4 2 (18.18%) Deep Learning
4 2 (18.18%) Operations Research
4 2 (18.18%) Performance Tuning
4 2 (18.18%) Statistics
4 2 (18.18%) Technical Architecture
Programming Languages
1 8 (72.73%) SQL
2 7 (63.64%) Python
2 7 (63.64%) R
3 5 (45.45%) MATLAB
4 4 (36.36%) Scala
5 3 (27.27%) Bash Shell
5 3 (27.27%) Java
6 2 (18.18%) JavaScript
6 2 (18.18%) Perl
7 1 (9.09%) Korn
7 1 (9.09%) PL/SQL
7 1 (9.09%) PowerShell
7 1 (9.09%) Shell Script
7 1 (9.09%) T-SQL
Qualifications
1 3 (27.27%) Degree
2 2 (18.18%) Master's Degree
2 2 (18.18%) PhD
3 1 (9.09%) Computer Science Degree
Quality Assurance & Compliance
1 1 (9.09%) GDPR
System Software
1 3 (27.27%) HDFS
2 1 (9.09%) Apache Flume
Systems Management
1 3 (27.27%) Ansible
1 3 (27.27%) Hadoop YARN
2 1 (9.09%) Opscode Chef
2 1 (9.09%) Puppet
Vendors
1 5 (45.45%) Oracle
2 4 (36.36%) Google
2 4 (36.36%) Tableau
3 3 (27.27%) Microsoft
4 2 (18.18%) Atlassian
4 2 (18.18%) Hortonworks
4 2 (18.18%) SAP
5 1 (9.09%) Alteryx
5 1 (9.09%) Cloudera
5 1 (9.09%) Informatica
5 1 (9.09%) MicroStrategy
5 1 (9.09%) Talend