Period
to 25 September 2018

The following table provides summary statistics for contract job vacancies advertised in Northamptonshire 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 25 September 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)
East Midlands > Northamptonshire
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 60 39 35
Rank change year-on-year -21 -4 -2
Contract jobs citing ETL 12 23 32
As % of all contract IT jobs advertised in Northamptonshire 1.45% 3.33% 4.02%
As % of the Processes & Methodologies category 1.72% 3.92% 4.58%
Number of daily rates quoted 12 13 22
Northamptonshire median daily rate £365 £425 £425
Median daily rate % change year-on-year -14.12% - -10.53%
10th Percentile £315 £315 £325
90th Percentile £400 £538 £624
East Midlands median daily rate £425 £404 £420
% change year-on-year +5.26% -3.87% +5.00%
Number of hourly rates quoted 0 0 0
Northamptonshire median hourly rate - - -
East Midlands median hourly rate £47.50 £51.25 -
% change year-on-year -7.32% - -

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 Northamptonshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Northamptonshire
Contract vacancies with a requirement for process or methodology skills 696 586 698
As % of all contract IT jobs advertised in Northamptonshire 84.16% 84.80% 87.69%
Number of daily rates quoted 485 381 537
Northamptonshire median daily rate £400 £420 £425
Median daily rate % change year-on-year -4.76% -1.18% -
10th Percentile £309 £220 £306
90th Percentile £530 £550 £577
East Midlands median daily rate £400 £400 £400
Number of hourly rates quoted 5 10 6
Northamptonshire median hourly rate £13.62 £12.09 £17.25
Median hourly rate % change year-on-year +12.70% -29.94% -6.86%
10th Percentile £11.17 £10.15 £9.88
90th Percentile £20.25 £35.13 £38.75
East Midlands median hourly rate £15.50 £14.50 £14.25
% change year-on-year +6.90% +1.75% -15.30%

ETL
Job Vacancy Trend in Northamptonshire

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

Job vacancy trend for ETL in Northamptonshire

ETL
Contractor Daily Rate Trend in Northamptonshire

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

Contractor daily rate trend for ETL in Northamptonshire

ETL
Contractor Daily Rate Histogram in Northamptonshire

The daily rate distribution of IT jobs citing ETL in Northamptonshire over the 6 months to 25 September 2018.

Contractor daily rate histogram for ETL in Northamptonshire

ETL
Contract Job Locations in Northamptonshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Northamptonshire region over the 6 months to 25 September 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
Northampton -19 11 £365 -15.36% 1
ETL
East Midlands

For the 6 months to 25 September 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 Northamptonshire region with a requirement for ETL.

1 7 (58.33%) Hadoop
2 5 (41.67%) Agile Software Development
2 5 (41.67%) Java
3 4 (33.33%) SQL
3 4 (33.33%) Unix
3 4 (33.33%) Data Warehouse
4 3 (25.00%) SAS
4 3 (25.00%) Business Intelligence
4 3 (25.00%) Python
4 3 (25.00%) Banking
4 3 (25.00%) Performance Tuning
4 3 (25.00%) Data Structures
4 3 (25.00%) Kafka
5 2 (16.67%) Apache Spark
5 2 (16.67%) Algorithms
5 2 (16.67%) Relational Database
5 2 (16.67%) Continuous Delivery
5 2 (16.67%) Spark Streaming
5 2 (16.67%) Finance
5 2 (16.67%) Scala
5 2 (16.67%) Amazon AWS
5 2 (16.67%) Apache Hive
5 2 (16.67%) MongoDB
5 2 (16.67%) Apache Cassandra
5 2 (16.67%) R
5 2 (16.67%) HBase
5 2 (16.67%) Linux
5 2 (16.67%) RDBMS
5 2 (16.67%) Kerberos
5 2 (16.67%) Tivoli

ETL
Co-occurring IT Skills in Northamptonshire 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 3 (25.00%) SAS
2 2 (16.67%) Apache Spark
Applications
1 1 (8.33%) Microsoft Excel
1 1 (8.33%) Microsoft PowerPoint
Cloud Services
1 2 (16.67%) Amazon AWS
2 1 (8.33%) Amazon EC2
2 1 (8.33%) Amazon ELB
2 1 (8.33%) Amazon S3
2 1 (8.33%) Google Cloud Platform
2 1 (8.33%) Microsoft Azure
2 1 (8.33%) Route 53
2 1 (8.33%) Stackdriver
2 1 (8.33%) Virtual Private Cloud
Communications & Networking
1 2 (16.67%) Kerberos
Database & Business Intelligence
1 7 (58.33%) Hadoop
2 4 (33.33%) Data Warehouse
3 2 (16.67%) Apache Cassandra
3 2 (16.67%) Apache Hive
3 2 (16.67%) HBase
3 2 (16.67%) MongoDB
3 2 (16.67%) RDBMS
3 2 (16.67%) Relational Database
4 1 (8.33%) Big Data
4 1 (8.33%) Data Lake
4 1 (8.33%) SAS Data Integration Studio
4 1 (8.33%) SQL Server
4 1 (8.33%) SQL Server 2012
4 1 (8.33%) SQL Server Integration Services
Development Applications
1 1 (8.33%) Git (software)
1 1 (8.33%) Jenkins
General
1 3 (25.00%) Banking
2 2 (16.67%) Finance
3 1 (8.33%) Manufacturing
Job Titles
1 4 (33.33%) Developer
2 3 (25.00%) Analyst
3 2 (16.67%) Business Analyst
3 2 (16.67%) Hadoop Developer
4 1 (8.33%) Ab Initio Architect
4 1 (8.33%) Ab Initio Developer
4 1 (8.33%) Agile Business Analyst
4 1 (8.33%) Big Data Architect
4 1 (8.33%) Big Data Developer
4 1 (8.33%) Data Analyst
4 1 (8.33%) Database Developer
4 1 (8.33%) Designer
4 1 (8.33%) DevOps Consultant
4 1 (8.33%) SAS Administrator
4 1 (8.33%) SQL Database Developer
4 1 (8.33%) SQL Developer
4 1 (8.33%) SQL Server Developer
4 1 (8.33%) Technical Analyst
4 1 (8.33%) Technical Business Analyst
4 1 (8.33%) Test Engineer
Libraries, Frameworks & Software Standards
1 3 (25.00%) Kafka
2 2 (16.67%) Spark Streaming
3 1 (8.33%) Elastic Stack
3 1 (8.33%) Middleware
3 1 (8.33%) XML
Miscellaneous
1 3 (25.00%) Data Structures
2 2 (16.67%) Algorithms
3 1 (8.33%) Analytical Skills
3 1 (8.33%) Management Information System
Operating Systems
1 4 (33.33%) Unix
2 2 (16.67%) Linux
Processes & Methodologies
1 5 (41.67%) Agile Software Development
2 3 (25.00%) Business Intelligence
2 3 (25.00%) Performance Tuning
3 2 (16.67%) Continuous Delivery
3 2 (16.67%) Scrum
3 2 (16.67%) Stakeholder Management
4 1 (8.33%) BCP
4 1 (8.33%) CRM
4 1 (8.33%) Data Analysis
4 1 (8.33%) Data Architecture
4 1 (8.33%) Data Extraction
4 1 (8.33%) Data Management
4 1 (8.33%) Data Modelling
4 1 (8.33%) DevOps
4 1 (8.33%) ITIL
4 1 (8.33%) Migration
4 1 (8.33%) Project Management
4 1 (8.33%) SOA
4 1 (8.33%) Visualisation
4 1 (8.33%) Waterfall
Programming Languages
1 5 (41.67%) Java
2 4 (33.33%) SQL
3 3 (25.00%) Python
4 2 (16.67%) R
4 2 (16.67%) Scala
4 2 (16.67%) Shell Script
5 1 (8.33%) Bash Shell
5 1 (8.33%) Ruby
Qualifications
1 1 (8.33%) Degree
Quality Assurance & Compliance
1 1 (8.33%) Data Quality
1 1 (8.33%) GDPR
1 1 (8.33%) SLA
System Software
1 1 (8.33%) Docker
Systems Management
1 2 (16.67%) Control-M
1 2 (16.67%) Tivoli
Vendors
1 2 (16.67%) Ab Initio
2 1 (8.33%) Dynatrace
2 1 (8.33%) Google
2 1 (8.33%) Hortonworks
2 1 (8.33%) Informatica
2 1 (8.33%) Microsoft
2 1 (8.33%) Oracle