Period
to 25 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Extraction skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Extraction over the 6 months to 25 November 2017 with a comparison to the same period in the previous 2 years.

Data Extraction
Scotland > Edinburgh
6 months to
25 Nov 2017
Same period 2016 Same period 2015
Rank 144 130 154
Rank change year-on-year -14 +24 -2
Permanent jobs citing Data Extraction 6 9 2
As % of all permanent IT jobs advertised in Edinburgh 0.22% 0.38% 0.065%
As % of the Processes & Methodologies category 0.24% 0.42% 0.071%
Number of salaries quoted 3 9 0
Edinburgh median annual salary £45,000 £50,500 -
Median salary % change year-on-year -10.89% - -
Scotland median annual salary £42,500 £50,500 £38,750
% change year-on-year -15.84% +30.32% -18.42%

Data Extraction 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 Edinburgh with a requirement for process or methodology skills.

All Process and Methodology Skills
Edinburgh
Permanent vacancies with a requirement for process or methodology skills 2452 2164 2799
As % of all permanent IT jobs advertised in Edinburgh 91.02% 92.52% 91.62%
Number of salaries quoted 1485 1409 1766
Edinburgh median annual salary £42,500 £45,000 £43,500
Median salary % change year-on-year -5.56% +3.45% +3.57%
10th Percentile £27,000 £29,750 £27,500
90th Percentile £66,250 £70,000 £65,000
Scotland median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +2.41%

Data Extraction
Job Vacancy Trend in Edinburgh

Job postings citing Data Extraction as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Data Extraction in Edinburgh

Data Extraction
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Extraction in Edinburgh.

Salary trend for Data Extraction in Edinburgh

Data Extraction
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Extraction in Edinburgh over the 6 months to 25 November 2017.

Salary histogram for Data Extraction in Edinburgh

For the 6 months to 25 November 2017, IT jobs citing Data Extraction also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Edinburgh region with a requirement for Data Extraction.

1 5 (83.33%) SQL
2 4 (66.67%) Analytics
3 2 (33.33%) Performance Tuning
3 2 (33.33%) Finance
3 2 (33.33%) Stakeholder Management
3 2 (33.33%) R
3 2 (33.33%) SQL Server
3 2 (33.33%) ETL
3 2 (33.33%) SAS
3 2 (33.33%) Business Intelligence
3 2 (33.33%) Data Analysis
3 2 (33.33%) Data Analytics
4 1 (16.67%) JavaScript
4 1 (16.67%) MySQL
4 1 (16.67%) Statistical Analysis
4 1 (16.67%) Statistics
4 1 (16.67%) Degree
4 1 (16.67%) Predictive Analytics
4 1 (16.67%) Data Cleansing
4 1 (16.67%) Visualisation
4 1 (16.67%) Amazon AWS
4 1 (16.67%) SPSS
4 1 (16.67%) MATLAB
4 1 (16.67%) Project Management
4 1 (16.67%) Python
4 1 (16.67%) PhD
4 1 (16.67%) Data Mining
4 1 (16.67%) Data Governance
4 1 (16.67%) Data Quality
4 1 (16.67%) Big Data

Data Extraction
Co-occurring IT Skills in Edinburgh 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 (33.33%) SAS
Applications
1 1 (16.67%) SPSS
Cloud Services
1 1 (16.67%) Amazon AWS
Database & Business Intelligence
1 2 (33.33%) SQL Server
2 1 (16.67%) Big Data
2 1 (16.67%) Data Mining
2 1 (16.67%) MySQL
General
1 2 (33.33%) Finance
Job Titles
1 4 (66.67%) Analyst
2 2 (33.33%) Database Analyst
2 2 (33.33%) Insight Analyst
3 1 (16.67%) Big Data Analyst
3 1 (16.67%) Data Analyst
3 1 (16.67%) Data Analytics Specialist
3 1 (16.67%) Data Insight Analyst
3 1 (16.67%) Data Manager
3 1 (16.67%) Insight Data Analyst
3 1 (16.67%) Junior
3 1 (16.67%) Junior Analyst
3 1 (16.67%) SQL Analyst
3 1 (16.67%) SQL Data Analyst
Miscellaneous
1 1 (16.67%) Analytical Skills
Processes & Methodologies
1 4 (66.67%) Analytics
2 2 (33.33%) Business Intelligence
2 2 (33.33%) Data Analysis
2 2 (33.33%) Data Analytics
2 2 (33.33%) ETL
2 2 (33.33%) Performance Tuning
2 2 (33.33%) Stakeholder Management
3 1 (16.67%) Data Cleansing
3 1 (16.67%) Data Governance
3 1 (16.67%) Digital Analytics
3 1 (16.67%) Predictive Analytics
3 1 (16.67%) Prescriptive Analytics
3 1 (16.67%) Project Management
3 1 (16.67%) Statistical Analysis
3 1 (16.67%) Statistics
3 1 (16.67%) Visualisation
Programming Languages
1 5 (83.33%) SQL
2 2 (33.33%) R
3 1 (16.67%) JavaScript
3 1 (16.67%) MATLAB
3 1 (16.67%) Python
Qualifications
1 1 (16.67%) Degree
1 1 (16.67%) Numerate Degree
1 1 (16.67%) PhD
Quality Assurance & Compliance
1 1 (16.67%) Data Quality