Period
to 23 April 2018

The following table provides summary statistics for permanent job vacancies advertised in the South West with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 6 months to 23 April 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > South West
6 months to
23 Apr 2018
Same period 2017 Same period 2016
Rank 133 155 130
Rank change year-on-year +22 -25 +22
Permanent jobs citing ETL 262 214 287
As % of all permanent IT jobs advertised in the South West 2.46% 2.10% 2.54%
As % of the Processes & Methodologies category 2.71% 2.30% 2.82%
Number of salaries quoted 220 161 229
South West median annual salary £40,000 £42,500 £40,250
Median salary % change year-on-year -5.88% +5.59% -3.59%
10th Percentile £31,000 £31,750 £27,350
90th Percentile £62,500 £63,750 £60,000
England median annual salary £52,500 £50,000 £52,500
% change year-on-year +5.00% -4.76% -

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the South West with a requirement for process or methodology skills.

All Process and Methodology Skills
South West
Permanent vacancies with a requirement for process or methodology skills 9,653 9,316 10,187
As % of all permanent IT jobs advertised in the South West 90.64% 91.34% 90.20%
Number of salaries quoted 7,932 7,645 8,475
South West median annual salary £42,500 £41,000 £40,000
Median salary % change year-on-year +3.66% +2.50% +1.27%
10th Percentile £26,250 £26,250 £25,500
90th Percentile £63,750 £65,000 £65,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +2.15%

ETL
Job Vacancy Trend in the South West

Job postings citing ETL as a percentage of all IT jobs advertised in the South West.

Job vacancy trend for ETL in the South West

ETL
Salary Trend in the South West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in the South West.

Salary trend for ETL in the South West

ETL
Salary Histogram in the South West

The salary distribution of IT jobs citing ETL in the South West over the 6 months to 23 April 2018.

Salary histogram for ETL in the South West

ETL
Job Locations in the South West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the South West region over the 6 months to 23 April 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Bristol +36 120 £45,000 +5.88% 12
Somerset -4 38 £40,000 +14.29% 6
Wiltshire -11 33 £37,000 -13.95% 1
Dorset -24 23 £41,500 -38.86% 6
Gloucestershire +22 19 £52,500 +5.00% 3
Cornwall -22 18 £27,500 - 1
Devon +11 6 £40,000 -13.51% 1
ETL
England

For the 6 months to 23 April 2018, IT 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 permanent job ads across the South West region with a requirement for ETL.

1 207 (79.01%) SQL
2 179 (68.32%) Business Intelligence
3 142 (54.20%) Data Warehouse
4 137 (52.29%) SQL Server
5 115 (43.89%) SQL Server Integration Services
6 88 (33.59%) Microsoft
7 86 (32.82%) SQL Server Reporting Services
8 84 (32.06%) T-SQL
9 82 (31.30%) Power BI
10 77 (29.39%) Analytics
11 74 (28.24%) Amazon AWS
12 73 (27.86%) Agile Software Development
13 69 (26.34%) Python
14 68 (25.95%) Java
15 65 (24.81%) C#
16 62 (23.66%) Big Data
17 57 (21.76%) Amazon Redshift
18 55 (20.99%) Microsoft Azure
19 54 (20.61%) Scrum
20 50 (19.08%) Data Modelling
20 50 (19.08%) Apache Spark
21 49 (18.70%) Visualisation
22 48 (18.32%) Tableau
23 47 (17.94%) Scala
24 43 (16.41%) SQL Server Analysis Services
24 43 (16.41%) Amazon Kinesis
24 43 (16.41%) Artificial Intelligence
25 42 (16.03%) Data Visualisation
26 41 (15.65%) Amazon EMR
26 41 (15.65%) Elasticsearch

ETL
Co-occurring IT Skills in the South West 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 50 (19.08%) Apache Spark
2 41 (15.65%) Elasticsearch
3 26 (9.92%) Apache Pig
4 17 (6.49%) SharePoint
5 11 (4.20%) BizTalk Server
6 10 (3.82%) Oracle SOA Suite
7 3 (1.15%) Oracle Workflow
7 3 (1.15%) WebLogic
7 3 (1.15%) WebSphere
8 2 (0.76%) CMS
9 1 (0.38%) Apache
9 1 (0.38%) Drupal
9 1 (0.38%) GeoServer
9 1 (0.38%) Oracle 10gAS
9 1 (0.38%) SAS
Applications
1 24 (9.16%) Microsoft Excel
2 3 (1.15%) Microsoft Office
3 1 (0.38%) MS Visio
3 1 (0.38%) SPSS
3 1 (0.38%) SPSS Modeler
Business Applications
1 14 (5.34%) Oracle EBS
1 14 (5.34%) Oracle EBS R12
2 7 (2.67%) Dynamics CRM
3 4 (1.53%) Cognos Business Intelligence
3 4 (1.53%) Oracle ERP
4 3 (1.15%) Oracle Applications
4 3 (1.15%) Oracle BPM
4 3 (1.15%) SAP Business ByDesign
4 3 (1.15%) SAP Business One
5 2 (0.76%) Cognos TM1
6 1 (0.38%) Dynamics AX
6 1 (0.38%) Dynamics NAV
6 1 (0.38%) Oracle 11i
Cloud Services
1 74 (28.24%) Amazon AWS
2 55 (20.99%) Microsoft Azure
3 43 (16.41%) Amazon Kinesis
4 41 (15.65%) Amazon EMR
5 28 (10.69%) GitHub
6 7 (2.67%) Office 365
7 5 (1.91%) Amazon EC2
7 5 (1.91%) Azure Data Factory
7 5 (1.91%) Google Cloud Platform
8 3 (1.15%) Amazon S3
8 3 (1.15%) AWS Lambda
8 3 (1.15%) SaaS
8 3 (1.15%) Serverless
9 2 (0.76%) Virtual Private Cloud
10 1 (0.38%) AWS Data Pipeline
10 1 (0.38%) Azure Active Directory
10 1 (0.38%) IaaS
10 1 (0.38%) PaaS
Communications & Networking
1 3 (1.15%) Internet
1 3 (1.15%) MQTT
1 3 (1.15%) SMS
2 2 (0.76%) Ethernet
2 2 (0.76%) Wireless
Database & Business Intelligence
1 142 (54.20%) Data Warehouse
2 137 (52.29%) SQL Server
3 115 (43.89%) SQL Server Integration Services
4 86 (32.82%) SQL Server Reporting Services
5 82 (31.30%) Power BI
6 62 (23.66%) Big Data
7 57 (21.76%) Amazon Redshift
8 43 (16.41%) SQL Server Analysis Services
9 40 (15.27%) Amazon Athena
10 39 (14.89%) BigQuery
11 38 (14.50%) Hadoop
12 34 (12.98%) SQL Server 2012
13 33 (12.60%) Relational Database
14 29 (11.07%) SQL Server 2014
15 28 (10.69%) BusinessObjects
15 28 (10.69%) QlikView
16 26 (9.92%) Apache Hive
17 25 (9.54%) Impala
18 24 (9.16%) Presto
18 24 (9.16%) Spotfire
Development Applications
1 28 (10.69%) JIRA
2 25 (9.54%) Team Foundation Server
3 12 (4.58%) Visual Studio
4 4 (1.53%) Selenium
4 4 (1.53%) SQL Server Management Studio (SSMS)
4 4 (1.53%) Toad
5 3 (1.15%) JDeveloper
5 3 (1.15%) JMeter
5 3 (1.15%) LoadRunner
5 3 (1.15%) Oracle Forms
5 3 (1.15%) SoapUI
6 2 (0.76%) ERwin
6 2 (0.76%) Git (software)
7 1 (0.38%) Jenkins
7 1 (0.38%) MSTest
7 1 (0.38%) NUnit
7 1 (0.38%) RStudio
7 1 (0.38%) SpecFlow
7 1 (0.38%) Visual Studio Team System
7 1 (0.38%) WebDriver
General
1 37 (14.12%) Finance
2 29 (11.07%) Electronics
3 15 (5.73%) Marketing
4 14 (5.34%) Manufacturing
5 7 (2.67%) Advertising
6 6 (2.29%) Telecoms
7 4 (1.53%) Legal
8 3 (1.15%) French Language
9 2 (0.76%) Law
9 2 (0.76%) Retail
10 1 (0.38%) Automotive
Job Titles
1 133 (50.76%) Developer
2 74 (28.24%) Business Intelligence Developer
3 55 (20.99%) SQL Developer
4 41 (15.65%) Data Engineer
5 39 (14.89%) Analyst
6 36 (13.74%) SQL BI Developer
7 33 (12.60%) AWS Engineer
8 24 (9.16%) Senior Data Engineer
9 23 (8.78%) Hadoop Engineer
10 22 (8.40%) Business Developer
10 22 (8.40%) Senior Hadoop Engineer
11 20 (7.63%) SQL Server Developer
12 18 (6.87%) SQL Server BI Developer
13 15 (5.73%) Data Warehouse Developer
14 14 (5.34%) Senior Analyst
15 12 (4.58%) Data Analyst
16 11 (4.20%) Consultant
16 11 (4.20%) SSIS Developer
16 11 (4.20%) SSRS Developer
17 10 (3.82%) T-SQL Developer
Libraries, Frameworks & Software Standards
1 34 (12.98%) MLlib
1 34 (12.98%) Pandas
2 30 (11.45%) .NET
3 26 (9.92%) Web Services
4 21 (8.02%) REST
5 17 (6.49%) SOAP
6 14 (5.34%) XML
7 12 (4.58%) .NET Framework
8 7 (2.67%) JSON
8 7 (2.67%) RESTful
9 6 (2.29%) Velocity
10 5 (1.91%) EDI
10 5 (1.91%) HTML
10 5 (1.91%) Kafka
10 5 (1.91%) Middleware
11 4 (1.53%) Oracle Fusion
12 3 (1.15%) J2EE
12 3 (1.15%) WebSphere MQ
12 3 (1.15%) XSD
13 2 (0.76%) MDX
Miscellaneous
1 35 (13.36%) Clustering
2 27 (10.31%) Analytical Skills
3 25 (9.54%) User Experience
4 19 (7.25%) Management Information System
5 13 (4.96%) Internet of Things
6 11 (4.20%) Enterprise Software
7 10 (3.82%) Data Structures
8 7 (2.67%) Virtual Team
9 6 (2.29%) Computer Science
10 4 (1.53%) Algorithms
11 3 (1.15%) Driving Licence
12 2 (0.76%) Data Protection Act
12 2 (0.76%) Fintech
12 2 (0.76%) Greenfield Project
12 2 (0.76%) Replication
12 2 (0.76%) Self-Motivation
13 1 (0.38%) Linked Data
13 1 (0.38%) RIA
Operating Systems
1 19 (7.25%) Linux
2 9 (3.44%) Unix
3 3 (1.15%) AIX
4 1 (0.38%) Embedded Linux
4 1 (0.38%) Windows
Processes & Methodologies
1 179 (68.32%) Business Intelligence
2 77 (29.39%) Analytics
3 73 (27.86%) Agile Software Development
4 54 (20.61%) Scrum
5 50 (19.08%) Data Modelling
6 49 (18.70%) Visualisation
7 43 (16.41%) Artificial Intelligence
8 42 (16.03%) Data Visualisation
9 36 (13.74%) MapReduce
10 35 (13.36%) Coaching
11 34 (12.98%) Deployment Automation
11 34 (12.98%) DevOps
11 34 (12.98%) Open Source
12 31 (11.83%) Data Analysis
13 30 (11.45%) Problem-Solving
14 29 (11.07%) Continuous Delivery
14 29 (11.07%) Data Science
15 28 (10.69%) Data Integration
15 28 (10.69%) Software Engineering
16 27 (10.31%) Data Analytics
Programming Languages
1 207 (79.01%) SQL
2 84 (32.06%) T-SQL
3 69 (26.34%) Python
4 68 (25.95%) Java
5 65 (24.81%) C#
6 47 (17.94%) Scala
7 21 (8.02%) PL/SQL
8 13 (4.96%) Shell Script
9 12 (4.58%) R
10 9 (3.44%) VB
11 7 (2.67%) PHP
12 6 (2.29%) VBA
13 5 (1.91%) C
13 5 (1.91%) PowerShell
14 4 (1.53%) C++
14 4 (1.53%) U-SQL
14 4 (1.53%) VB.NET
15 3 (1.15%) Ruby
16 2 (0.76%) JavaScript
17 1 (0.38%) X++
Qualifications
1 15 (5.73%) Degree
2 11 (4.20%) Postgraduate
3 7 (2.67%) ITIL Certification
3 7 (2.67%) Microsoft Certification
4 6 (2.29%) Security Cleared
5 3 (1.15%) SC Cleared
6 2 (0.76%) Numerate Degree
7 1 (0.38%) CIPD
7 1 (0.38%) Computer Science Degree
7 1 (0.38%) ISEB
7 1 (0.38%) ISTQB
7 1 (0.38%) ISTQB Foundation Certification
7 1 (0.38%) TOGAF Certification
Quality Assurance & Compliance
1 14 (5.34%) Data Quality
2 7 (2.67%) QA
3 3 (1.15%) GCP
3 3 (1.15%) GDPR
4 1 (0.38%) SLA
System Software
1 30 (11.45%) Docker
2 2 (0.76%) HDFS
3 1 (0.38%) Apache Flume
3 1 (0.38%) Oracle RAC
3 1 (0.38%) Virtual Machines
3 1 (0.38%) VMware Infrastructure
Systems Management
1 1 (0.38%) Ansible
1 1 (0.38%) Enterprise Manager Cloud Control
1 1 (0.38%) Hadoop YARN
1 1 (0.38%) Opscode Chef
1 1 (0.38%) Oracle Enterprise Manager
1 1 (0.38%) Puppet
1 1 (0.38%) Single Sign-On
1 1 (0.38%) Systems Management Server (SMS)
Vendors
1 88 (33.59%) Microsoft
2 48 (18.32%) Tableau
3 39 (14.89%) Oracle
4 28 (10.69%) Atlassian
5 22 (8.40%) SAP
6 18 (6.87%) Informatica
7 15 (5.73%) Cognos
8 14 (5.34%) Siebel
9 6 (2.29%) IBM
10 5 (1.91%) Capita
10 5 (1.91%) Google
11 4 (1.53%) Talend
12 2 (0.76%) Cloudera
12 2 (0.76%) Hortonworks
12 2 (0.76%) Twitter
13 1 (0.38%) Actian
13 1 (0.38%) Birst
13 1 (0.38%) Nintex
13 1 (0.38%) SaltStack
13 1 (0.38%) Vertica