Period
to 18 November 2017

The following table provides summary statistics for contract job vacancies advertised in Stirling 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 18 November 2017 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)
Scotland > Stirling
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 10 18 23
Rank change year-on-year +8 +5 +6
Contract jobs citing ETL 4 2 1
As % of all contract IT jobs advertised in Stirling 7.84% 2.74% 0.91%
As % of the Processes & Methodologies category 8.51% 3.28% 0.99%
Number of daily rates quoted 2 1 1
Stirling median daily rate £475 £475 £475
10th Percentile £463 £473 £438
90th Percentile £488 £478 £513
Scotland median daily rate £400 £400 £400
Number of hourly rates quoted 0 0 0
Stirling median hourly rate - - -
Scotland 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 Stirling with a requirement for process or methodology skills.

All Process and Methodology Skills
Stirling
Contract vacancies with a requirement for process or methodology skills 47 61 101
As % of all contract IT jobs advertised in Stirling 92.16% 83.56% 91.82%
Number of daily rates quoted 34 30 37
Stirling median daily rate £300 £338 £450
Median daily rate % change year-on-year -11.11% -25.00% +13.21%
10th Percentile £147 £275 £313
90th Percentile £488 £533 £543
Scotland median daily rate £390 £360 £375
% change year-on-year +8.33% -4.00% -
Number of hourly rates quoted 0 0 0
Stirling median hourly rate - - -
Scotland median hourly rate £25.00 £22.75 £25.61
% change year-on-year +9.89% -11.17% +17.75%

ETL
Job Vacancy Trend in Stirling

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

Job vacancy trend for ETL in Stirling

ETL
Contractor Daily Rate Trend in Stirling

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

Contractor daily rate trend for ETL in Stirling

For the 6 months to 18 November 2017, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Stirling region with a requirement for ETL.

1 4 (100.00%) SQL
1 4 (100.00%) Informatica
1 4 (100.00%) QlikView
1 4 (100.00%) Visualisation
2 3 (75.00%) Data Analysis
2 3 (75.00%) Business Intelligence
3 2 (50.00%) Agile Software Development
3 2 (50.00%) Scrum
3 2 (50.00%) SQL Server Integration Services
3 2 (50.00%) SPSS
3 2 (50.00%) Finance
3 2 (50.00%) Oracle
3 2 (50.00%) Python
3 2 (50.00%) Data Warehouse
3 2 (50.00%) Data Modelling
3 2 (50.00%) SAS
3 2 (50.00%) Predictive Analytics
3 2 (50.00%) R
3 2 (50.00%) Data Visualisation
3 2 (50.00%) Data Analytics
3 2 (50.00%) Analytics
3 2 (50.00%) Data Transformation
3 2 (50.00%) Analytical Skills
3 2 (50.00%) Dashboard Development
3 2 (50.00%) Qlik Sense
3 2 (50.00%) Customer Requirements
4 1 (25.00%) Front End Development
4 1 (25.00%) Scorecard
4 1 (25.00%) ETL Development
4 1 (25.00%) Oracle Database

ETL
Co-occurring IT Skills in Stirling 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 2 (50.00%) SAS
Applications
1 2 (50.00%) SPSS
Database & Business Intelligence
1 4 (100.00%) QlikView
2 2 (50.00%) Data Warehouse
2 2 (50.00%) Qlik Sense
2 2 (50.00%) SQL Server Integration Services
3 1 (25.00%) Oracle Database
3 1 (25.00%) Oracle Reports
3 1 (25.00%) SQL Server
3 1 (25.00%) Star Schema
General
1 2 (50.00%) Finance
Job Titles
1 2 (50.00%) Analyst
1 2 (50.00%) Analyst Programmer
1 2 (50.00%) Business Intelligence Analyst
1 2 (50.00%) Developer
1 2 (50.00%) Programmer
1 2 (50.00%) QlikView Developer
1 2 (50.00%) Senior Analyst
1 2 (50.00%) Senior Analyst Programmer
1 2 (50.00%) Senior Business Intelligence Analyst
1 2 (50.00%) Senior Programmer
2 1 (25.00%) Informatica Developer
Miscellaneous
1 2 (50.00%) Analytical Skills
Processes & Methodologies
1 4 (100.00%) Visualisation
2 3 (75.00%) Business Intelligence
2 3 (75.00%) Data Analysis
3 2 (50.00%) Agile Software Development
3 2 (50.00%) Analytics
3 2 (50.00%) Customer Requirements
3 2 (50.00%) Dashboard Development
3 2 (50.00%) Data Analytics
3 2 (50.00%) Data Modelling
3 2 (50.00%) Data Transformation
3 2 (50.00%) Data Visualisation
3 2 (50.00%) Predictive Analytics
3 2 (50.00%) Scrum
4 1 (25.00%) Data Mapping
4 1 (25.00%) Data Validation
4 1 (25.00%) ETL Development
4 1 (25.00%) Front End Development
4 1 (25.00%) Memory Management
4 1 (25.00%) Requirements Analysis
4 1 (25.00%) Scorecard
Programming Languages
1 4 (100.00%) SQL
2 2 (50.00%) Python
2 2 (50.00%) R
3 1 (25.00%) PL/SQL
Vendors
1 4 (100.00%) Informatica
2 2 (50.00%) Oracle