Period
to 19 July 2019

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Hadoop skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Hadoop over the 6 months to 19 July 2019 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Scotland > Edinburgh
6 months to
19 Jul 2019
Same period 2018 Same period 2017
Rank 132 110 66
Rank change year-on-year -22 -44 +50
Permanent jobs citing Hadoop 33 42 84
As % of all permanent IT jobs advertised in Edinburgh 1.22% 1.58% 3.40%
As % of the Database & Business Intelligence category 4.42% 5.88% 9.94%
Number of salaries quoted 20 27 77
Edinburgh median annual salary £53,750 £50,000 £40,000
Median salary % change year-on-year +7.50% +25.00% -27.27%
10th Percentile £43,350 £33,750 £35,000
90th Percentile £61,625 £71,000 £83,500
Scotland median annual salary £55,000 £50,000 £42,500
% change year-on-year +10.00% +17.65% -22.73%

Hadoop is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
Edinburgh
Permanent vacancies with a requirement for database or business intelligence skills 747 714 845
As % of all permanent IT jobs advertised in Edinburgh 27.60% 26.90% 34.21%
Number of salaries quoted 485 488 552
Edinburgh median annual salary £40,000 £45,000 £42,500
Median salary % change year-on-year -11.11% +5.88% -5.56%
10th Percentile £27,750 £28,000 £27,500
90th Percentile £63,550 £68,750 £70,000
Scotland median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -2.30%

Hadoop
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Hadoop in Edinburgh

Hadoop
Salary Trend in Edinburgh

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

Salary trend for Hadoop in Edinburgh

Hadoop
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Hadoop in Edinburgh over the 6 months to 19 July 2019.

Salary histogram for Hadoop in Edinburgh

For the 6 months to 19 July 2019, IT jobs citing Hadoop 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 Edinburgh region with a requirement for Hadoop.

1 19 (57.58%) Python
2 18 (54.55%) SQL
3 16 (48.48%) Big Data
3 16 (48.48%) Apache Spark
4 14 (42.42%) Analytics
4 14 (42.42%) Finance
5 13 (39.39%) Business Intelligence
5 13 (39.39%) Data Science
6 11 (33.33%) ETL
6 11 (33.33%) Agile Software Development
6 11 (33.33%) Tableau
6 11 (33.33%) Data Visualisation
6 11 (33.33%) Visualisation
7 10 (30.30%) Amazon AWS
7 10 (30.30%) Degree
8 9 (27.27%) Mathematics
8 9 (27.27%) Microsoft Azure
8 9 (27.27%) Retail
8 9 (27.27%) Data Modelling
8 9 (27.27%) Oracle
8 9 (27.27%) Java
8 9 (27.27%) SDLC
9 8 (24.24%) R
10 7 (21.21%) Apache Hive
10 7 (21.21%) Analytical Skills
10 7 (21.21%) DevOps
11 6 (18.18%) NoSQL
12 5 (15.15%) SaaS
12 5 (15.15%) Statistical Modelling
12 5 (15.15%) Physics

Hadoop
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 16 (48.48%) Apache Spark
2 4 (12.12%) SharePoint
3 3 (9.09%) SAS
4 2 (6.06%) Apache Pig
5 1 (3.03%) Apache
5 1 (3.03%) nginx
Applications
1 2 (6.06%) Microsoft Excel
1 2 (6.06%) Microsoft PowerPoint
1 2 (6.06%) MS Visio
Business Applications
1 3 (9.09%) Dynamics CRM
Cloud Services
1 10 (30.30%) Amazon AWS
2 9 (27.27%) Microsoft Azure
3 5 (15.15%) Power Platform
3 5 (15.15%) SaaS
4 4 (12.12%) Office 365
5 3 (9.09%) Amazon EC2
5 3 (9.09%) Amazon S3
5 3 (9.09%) Virtual Private Cloud
6 2 (6.06%) Cloud Computing
6 2 (6.06%) Google Analytics
Communications & Networking
1 1 (3.03%) TCP/IP
Database & Business Intelligence
1 16 (48.48%) Big Data
2 7 (21.21%) Apache Hive
3 6 (18.18%) NoSQL
4 5 (15.15%) Power BI
4 5 (15.15%) QlikView
5 4 (12.12%) MongoDB
5 4 (12.12%) Relational Database
6 3 (9.09%) Impala
6 3 (9.09%) RDBMS
6 3 (9.09%) Sqoop
7 2 (6.06%) Data Lake
7 2 (6.06%) Data Warehouse
7 2 (6.06%) DataStage
7 2 (6.06%) IBM InfoSphere
7 2 (6.06%) SAS Visual Analytics
8 1 (3.03%) DB2
8 1 (3.03%) PostgreSQL
8 1 (3.03%) PowerCenter
8 1 (3.03%) SAS EBI
8 1 (3.03%) Sybase ASE
Development Applications
1 4 (12.12%) JIRA
2 3 (9.09%) Jenkins
2 3 (9.09%) Visual Studio Team System
3 2 (6.06%) ER Studio
4 1 (3.03%) Hudson
General
1 14 (42.42%) Finance
2 9 (27.27%) Retail
3 5 (15.15%) Electronics
3 5 (15.15%) Manufacturing
3 5 (15.15%) Marketing
3 5 (15.15%) Telecoms
4 4 (12.12%) Banking
5 2 (6.06%) Private Banking
5 2 (6.06%) Retail Banking
Job Titles
1 9 (27.27%) Developer
2 6 (18.18%) Data Engineer
3 5 (15.15%) Analyst
4 4 (12.12%) Big Data Developer
4 4 (12.12%) Big Data Engineer
4 4 (12.12%) Business Intelligence Specialist
4 4 (12.12%) Data Scientist
4 4 (12.12%) Infrastructure Specialist
4 4 (12.12%) Senior Analyst
4 4 (12.12%) Technical Specialist
5 3 (9.09%) Senior Data Scientist
5 3 (9.09%) Technical Leader
6 2 (6.06%) Data Analyst
6 2 (6.06%) Data Insight Analyst
6 2 (6.06%) Insight Analyst
6 2 (6.06%) Insight Data Analyst
6 2 (6.06%) Python Developer
6 2 (6.06%) Senior Insight Analyst
6 2 (6.06%) Software Developer
7 1 (3.03%) Lead DevOps
Libraries, Frameworks & Software Standards
1 2 (6.06%) REST
2 1 (3.03%) AngularJS
2 1 (3.03%) CSS
2 1 (3.03%) Elastic Stack
2 1 (3.03%) HTML
Miscellaneous
1 7 (21.21%) Analytical Skills
2 3 (9.09%) Management Information System
3 2 (6.06%) Credit Risk
4 1 (3.03%) Distributed Denial-of-Service
Operating Systems
1 4 (12.12%) Linux
2 2 (6.06%) AIX
2 2 (6.06%) Red Hat Enterprise Linux
Processes & Methodologies
1 14 (42.42%) Analytics
2 13 (39.39%) Business Intelligence
2 13 (39.39%) Data Science
3 11 (33.33%) Agile Software Development
3 11 (33.33%) Data Visualisation
3 11 (33.33%) ETL
3 11 (33.33%) Visualisation
4 9 (27.27%) Data Modelling
4 9 (27.27%) Mathematics
4 9 (27.27%) SDLC
5 7 (21.21%) DevOps
6 5 (15.15%) Digital Marketing
6 5 (15.15%) Physics
6 5 (15.15%) Programme Management
6 5 (15.15%) Statistical Modelling
6 5 (15.15%) Statistics
7 4 (12.12%) BDD
7 4 (12.12%) Computer Science
7 4 (12.12%) Continuous Integration
7 4 (12.12%) Data Security
Programming Languages
1 19 (57.58%) Python
2 18 (54.55%) SQL
3 9 (27.27%) Java
4 8 (24.24%) R
5 5 (15.15%) PL/SQL
6 3 (9.09%) C++
6 3 (9.09%) Scala
7 2 (6.06%) JavaScript
7 2 (6.06%) MATLAB
8 1 (3.03%) Go
8 1 (3.03%) PowerShell
8 1 (3.03%) Ruby
8 1 (3.03%) SAS Macro
8 1 (3.03%) VBA
Qualifications
1 10 (30.30%) Degree
2 2 (6.06%) AWS Certification
2 2 (6.06%) Computer Science Degree
Quality Assurance & Compliance
1 5 (15.15%) QA
2 1 (3.03%) Data Quality
System Software
1 3 (9.09%) HDFS
2 2 (6.06%) Tivoli Workload Scheduler
3 1 (3.03%) Apache ZooKeeper
3 1 (3.03%) Docker
Systems Management
1 3 (9.09%) Hadoop YARN
2 2 (6.06%) Ambari
2 2 (6.06%) Kubernetes
2 2 (6.06%) Tivoli
Vendors
1 11 (33.33%) Tableau
2 9 (27.27%) Oracle
3 5 (15.15%) SAP
4 4 (12.12%) Informatica
4 4 (12.12%) Microsoft
5 3 (9.09%) Salesforce.com
5 3 (9.09%) Splunk
6 2 (6.06%) Cognos
6 2 (6.06%) Google
6 2 (6.06%) IBM
6 2 (6.06%) Platfora
6 2 (6.06%) Red Hat
7 1 (3.03%) MicroStrategy
7 1 (3.03%) Sybase
7 1 (3.03%) Teradata