Period
to 19 April 2019

The following table provides summary statistics for permanent job vacancies advertised in Cambridge 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 April 2019 with a comparison to the same period in the previous 2 years.

Apache Hadoop
Cambridgeshire > Cambridge
6 months to
19 Apr 2019
Same period 2018 Same period 2017
Rank 112 153 142
Rank change year-on-year +41 -11 +17
Permanent jobs citing Hadoop 27 43 16
As % of all permanent IT jobs advertised in Cambridge 1.48% 1.25% 0.65%
As % of the Database & Business Intelligence category 5.38% 5.85% 2.50%
Number of salaries quoted 25 33 9
Cambridge median annual salary £65,000 £52,500 £55,000
Median salary % change year-on-year +23.81% -4.55% +37.50%
10th Percentile £50,675 £37,500 £42,500
90th Percentile £82,500 £80,000 £68,500
Cambridgeshire median annual salary £65,000 £60,000 £55,000
% change year-on-year +8.33% +9.09% +10.00%

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 Cambridge with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Cambridge
Permanent vacancies with a requirement for database or business intelligence skills 502 735 640
As % of all permanent IT jobs advertised in Cambridge 27.43% 21.43% 25.87%
Number of salaries quoted 388 540 556
Cambridge median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% +8.43%
10th Percentile £32,500 £32,500 £27,955
90th Percentile £73,750 £65,000 £62,500
Cambridgeshire median annual salary £50,000 £45,000 £42,500
% change year-on-year +11.11% +5.88% +6.25%

Hadoop
Job Vacancy Trend in Cambridge

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

Job vacancy trend for Hadoop in Cambridge

Hadoop
Salary Trend in Cambridge

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

Salary trend for Hadoop in Cambridge

Hadoop
Salary Histogram in Cambridge

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

Salary histogram for Hadoop in Cambridge

For the 6 months to 19 April 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 Cambridge region with a requirement for Hadoop.

1 18 (66.67%) Python
1 18 (66.67%) Big Data
2 16 (59.26%) Machine Learning
3 12 (44.44%) Amazon AWS
4 11 (40.74%) Agile Software Development
4 11 (40.74%) Java
5 10 (37.04%) SQL
5 10 (37.04%) Data Science
6 9 (33.33%) Deep Learning
6 9 (33.33%) TensorFlow
6 9 (33.33%) Microsoft Azure
7 8 (29.63%) Azure SQL Database
7 8 (29.63%) Apache Spark
8 7 (25.93%) SAP HANA
8 7 (25.93%) TDD
8 7 (25.93%) Spring
8 7 (25.93%) Spring MVC
8 7 (25.93%) C
8 7 (25.93%) OO
8 7 (25.93%) MySQL
8 7 (25.93%) Oracle
8 7 (25.93%) SQL Server
8 7 (25.93%) SAP
8 7 (25.93%) ITIL
8 7 (25.93%) Project Management
8 7 (25.93%) MVC
8 7 (25.93%) InterBase
8 7 (25.93%) PostgreSQL
9 6 (22.22%) Problem-Solving
10 5 (18.52%) Algorithms

Hadoop
Co-occurring IT Skills in Cambridge 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 8 (29.63%) Apache Spark
2 2 (7.41%) SAS
Applications
1 2 (7.41%) Microsoft Excel
Cloud Services
1 12 (44.44%) Amazon AWS
2 9 (33.33%) Microsoft Azure
3 1 (3.70%) Azure Data Factory
3 1 (3.70%) Google Cloud Platform
Database & Business Intelligence
1 18 (66.67%) Big Data
2 8 (29.63%) Azure SQL Database
3 7 (25.93%) InterBase
3 7 (25.93%) MySQL
3 7 (25.93%) PostgreSQL
3 7 (25.93%) SAP HANA
3 7 (25.93%) SQL Server
4 5 (18.52%) MongoDB
5 2 (7.41%) Apache Hive
5 2 (7.41%) Base SAS
5 2 (7.41%) Pentaho
5 2 (7.41%) QlikView
6 1 (3.70%) Azure SQL Data Warehouse
6 1 (3.70%) Data Lake
6 1 (3.70%) Data Warehouse
6 1 (3.70%) HBase
6 1 (3.70%) HDInsight
Development Applications
1 1 (3.70%) Atlassian Bamboo
1 1 (3.70%) Jenkins
General
1 4 (14.81%) Games
1 4 (14.81%) Pharmaceutical
1 4 (14.81%) Retail
2 3 (11.11%) Finance
3 2 (7.41%) Banking
Job Titles
1 7 (25.93%) Developer
1 7 (25.93%) Software Developer
2 5 (18.52%) Machine Learning Engineer
3 4 (14.81%) Database Team Leader
3 4 (14.81%) Research Scientist
3 4 (14.81%) Team Leader
4 3 (11.11%) Database Manager
4 3 (11.11%) Service Manager
5 2 (7.41%) Analyst
5 2 (7.41%) Data Analyst
5 2 (7.41%) Risk Analyst
5 2 (7.41%) Risk Analytics Analyst
5 2 (7.41%) Systems Analyst
6 1 (3.70%) Azure Engineer
6 1 (3.70%) Big Data Engineer
6 1 (3.70%) Data Engineer
6 1 (3.70%) DevOps Engineer
6 1 (3.70%) Optimisation Engineer
Libraries, Frameworks & Software Standards
1 9 (33.33%) TensorFlow
2 7 (25.93%) Spring
2 7 (25.93%) Spring MVC
3 4 (14.81%) Natural Language Processing
4 1 (3.70%) Kafka
Miscellaneous
1 5 (18.52%) Algorithms
2 4 (14.81%) NHS
3 2 (7.41%) Analytical Skills
Operating Systems
1 1 (3.70%) Linux
Processes & Methodologies
1 16 (59.26%) Machine Learning
2 11 (40.74%) Agile Software Development
3 10 (37.04%) Data Science
4 9 (33.33%) Deep Learning
5 7 (25.93%) ITIL
5 7 (25.93%) MVC
5 7 (25.93%) OO
5 7 (25.93%) Project Management
5 7 (25.93%) TDD
6 6 (22.22%) Problem-Solving
7 5 (18.52%) Bayesian Methods
7 5 (18.52%) Neural Network
7 5 (18.52%) Predictive Analysis
8 4 (14.81%) IT Strategy
8 4 (14.81%) Line Management
8 4 (14.81%) Mentoring
8 4 (14.81%) Open Source
8 4 (14.81%) Reinforcement Learning
8 4 (14.81%) Time Management
9 3 (11.11%) Data Analysis
Programming Languages
1 18 (66.67%) Python
2 11 (40.74%) Java
3 10 (37.04%) SQL
4 7 (25.93%) C
5 4 (14.81%) Scala
6 2 (7.41%) VBA
Qualifications
1 4 (14.81%) ITIL Certification
1 4 (14.81%) PhD
2 2 (7.41%) Computer Science Degree
2 2 (7.41%) Degree
System Software
1 1 (3.70%) Docker
Systems Management
1 1 (3.70%) Kubernetes
1 1 (3.70%) Opscode Chef
1 1 (3.70%) Puppet
1 1 (3.70%) Terraform
Vendors
1 7 (25.93%) Oracle
1 7 (25.93%) SAP
2 4 (14.81%) Microsoft
3 2 (7.41%) Tableau