Period
to 25 September 2018

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 25 September 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
East of England > Cambridgeshire
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 128 158 145
Rank change year-on-year +30 -13 +4
Permanent jobs citing Hadoop 69 39 37
As % of all permanent IT jobs advertised in Cambridgeshire 1.83% 1.04% 1.04%
As % of the Database & Business Intelligence category 7.32% 4.16% 3.90%
Number of salaries quoted 51 11 29
Cambridgeshire median annual salary £65,000 £45,000 £47,500
Median salary % change year-on-year +44.44% -5.26% -32.14%
10th Percentile £39,000 £37,500 £30,000
90th Percentile £82,500 £72,500 £60,250
East of England median annual salary £66,000 £52,223 £53,000
% change year-on-year +26.38% -1.47% -18.46%

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 Cambridgeshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Cambridgeshire
Permanent vacancies with a requirement for database or business intelligence skills 943 937 948
As % of all permanent IT jobs advertised in Cambridgeshire 25.01% 24.92% 26.67%
Number of salaries quoted 644 778 799
Cambridgeshire median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £29,375 £30,000 £27,500
90th Percentile £70,000 £61,250 £61,250
East of England median annual salary £47,500 £45,000 £43,000
% change year-on-year +5.56% +4.65% -

Hadoop
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Hadoop in Cambridgeshire

Hadoop
Salary Trend in Cambridgeshire

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

Salary trend for Hadoop in Cambridgeshire

Hadoop
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Hadoop in Cambridgeshire over the 6 months to 25 September 2018.

Salary histogram for Hadoop in Cambridgeshire

Hadoop
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Hadoop within the Cambridgeshire 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge +50 65 £65,000 +44.44% 7
Peterborough - 2 - -
Hadoop
East of England

For the 6 months to 25 September 2018, 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 Cambridgeshire region with a requirement for Hadoop.

1 49 (71.01%) Data Science
2 45 (65.22%) Big Data
3 32 (46.38%) Python
4 29 (42.03%) Machine Learning
5 27 (39.13%) Analytics
5 27 (39.13%) Apache Spark
5 27 (39.13%) SQL
6 23 (33.33%) Agile Software Development
6 23 (33.33%) Algorithms
7 20 (28.99%) Kafka
7 20 (28.99%) MongoDB
8 18 (26.09%) Retail
9 17 (24.64%) Java
9 17 (24.64%) Neural Network
9 17 (24.64%) Bayesian Methods
9 17 (24.64%) Deep Learning
9 17 (24.64%) TensorFlow
9 17 (24.64%) Predictive Analysis
10 16 (23.19%) ETL
11 15 (21.74%) Amazon AWS
11 15 (21.74%) Apache Hive
12 14 (20.29%) MapReduce
12 14 (20.29%) Microsoft Azure
12 14 (20.29%) Sqoop
12 14 (20.29%) HDFS
13 13 (18.84%) Oozie
14 12 (17.39%) Relational Database
14 12 (17.39%) Hortonworks
14 12 (17.39%) QA
14 12 (17.39%) Apache

Hadoop
Co-occurring IT Skills in Cambridgeshire 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 27 (39.13%) Apache Spark
2 12 (17.39%) Apache
3 7 (10.14%) Apache Solr
3 7 (10.14%) SAS
4 6 (8.70%) Apache Pig
5 2 (2.90%) Elasticsearch
Cloud Services
1 15 (21.74%) Amazon AWS
2 14 (20.29%) Microsoft Azure
3 5 (7.25%) Google Cloud Platform
4 1 (1.45%) Amazon EMR
4 1 (1.45%) Amazon S3
Communications & Networking
1 7 (10.14%) DNS
1 7 (10.14%) Firewall
1 7 (10.14%) SSL
2 6 (8.70%) Kerberos
2 6 (8.70%) TCP/IP
3 2 (2.90%) NAS
3 2 (2.90%) SMS
Database & Business Intelligence
1 45 (65.22%) Big Data
2 20 (28.99%) MongoDB
3 15 (21.74%) Apache Hive
4 14 (20.29%) Sqoop
5 12 (17.39%) Relational Database
6 10 (14.49%) SQL Server Integration Services
6 10 (14.49%) SQL Server Reporting Services
7 9 (13.04%) NoSQL
8 8 (11.59%) Power BI
9 7 (10.14%) HBase
9 7 (10.14%) MySQL
10 6 (8.70%) Apache Zeppelin
10 6 (8.70%) PostgreSQL
11 4 (5.80%) Data Mining
12 3 (4.35%) Data Warehouse
12 3 (4.35%) SQL Server
12 3 (4.35%) SQL Server Analysis Services
13 2 (2.90%) SQL Server 2008
14 1 (1.45%) Apache Cassandra
14 1 (1.45%) SAP HANA
Development Applications
1 7 (10.14%) Git (software)
2 6 (8.70%) Maven
3 5 (7.25%) JMeter
3 5 (7.25%) Selenium
3 5 (7.25%) SoapUI
4 1 (1.45%) Subversion
General
1 18 (26.09%) Retail
2 10 (14.49%) Finance
3 7 (10.14%) Law
4 1 (1.45%) Legal
4 1 (1.45%) Manufacturing
4 1 (1.45%) Pharmaceutical
Job Titles
1 18 (26.09%) Developer
2 17 (24.64%) Machine Learning Researcher
3 14 (20.29%) Hadoop Developer
4 10 (14.49%) Administrator
4 10 (14.49%) Data Scientist
5 7 (10.14%) Principal Developer
6 6 (8.70%) Consultant
6 6 (8.70%) Hadoop Administrator
6 6 (8.70%) JavaScript Engineer
6 6 (8.70%) Software Engineer
7 5 (7.25%) Development Consultant
7 5 (7.25%) Graduate
7 5 (7.25%) Graduate Consultant
7 5 (7.25%) Graduate Software Consultant
7 5 (7.25%) Senior Data Scientist
7 5 (7.25%) Software Consultant
7 5 (7.25%) Software Development Consultant
8 3 (4.35%) Senior Developer
9 2 (2.90%) DBA
9 2 (2.90%) Senior Programmer
Libraries, Frameworks & Software Standards
1 20 (28.99%) Kafka
2 17 (24.64%) TensorFlow
3 12 (17.39%) Web Services
4 11 (15.94%) SOAP
5 7 (10.14%) LDAP
6 6 (8.70%) Apache Commons
6 6 (8.70%) CSS
6 6 (8.70%) HTML
6 6 (8.70%) HTML5
6 6 (8.70%) jQuery
6 6 (8.70%) OSGi
6 6 (8.70%) REST
6 6 (8.70%) SparkR
6 6 (8.70%) Spring
6 6 (8.70%) WSDL
7 5 (7.25%) Keras
7 5 (7.25%) NumPy
7 5 (7.25%) Pandas
7 5 (7.25%) scikit-learn
7 5 (7.25%) SciPy
Miscellaneous
1 23 (33.33%) Algorithms
2 6 (8.70%) Computer Science
3 5 (7.25%) Data Structures
4 4 (5.80%) Analytical Skills
5 2 (2.90%) Clustering
5 2 (2.90%) Replication
6 1 (1.45%) Fintech
Operating Systems
1 9 (13.04%) Linux
2 7 (10.14%) Unix
3 6 (8.70%) VMS
Processes & Methodologies
1 49 (71.01%) Data Science
2 29 (42.03%) Machine Learning
3 27 (39.13%) Analytics
4 23 (33.33%) Agile Software Development
5 17 (24.64%) Bayesian Methods
5 17 (24.64%) Deep Learning
5 17 (24.64%) Neural Network
5 17 (24.64%) Predictive Analysis
6 16 (23.19%) ETL
7 14 (20.29%) MapReduce
8 11 (15.94%) Scrum
8 11 (15.94%) SDLC
8 11 (15.94%) Software Engineering
9 9 (13.04%) Data Management
10 8 (11.59%) Artificial Intelligence
10 8 (11.59%) Configuration Management
10 8 (11.59%) Data Modelling
10 8 (11.59%) Performance Tuning
11 7 (10.14%) Data Governance
11 7 (10.14%) Waterfall
Programming Languages
1 32 (46.38%) Python
2 27 (39.13%) SQL
3 17 (24.64%) Java
4 10 (14.49%) Scala
5 9 (13.04%) Bash Shell
5 9 (13.04%) R
6 6 (8.70%) JavaScript
6 6 (8.70%) T-SQL
7 2 (2.90%) PowerShell
8 1 (1.45%) MATLAB
8 1 (1.45%) VBA
Qualifications
1 10 (14.49%) Degree
2 7 (10.14%) PhD
3 1 (1.45%) Computer Science Degree
3 1 (1.45%) SAS Certification
Quality Assurance & Compliance
1 12 (17.39%) QA
2 1 (1.45%) Data Quality
System Software
1 14 (20.29%) HDFS
2 9 (13.04%) Active Directory
3 7 (10.14%) Virtual Machines
4 6 (8.70%) Apache ZooKeeper
5 1 (1.45%) Apache Flume
Systems Management
1 13 (18.84%) Oozie
2 8 (11.59%) Puppet
3 6 (8.70%) Ambari
3 6 (8.70%) Hadoop YARN
Vendors
1 12 (17.39%) Hortonworks
1 12 (17.39%) Oracle
2 11 (15.94%) CA
3 7 (10.14%) SAP
4 5 (7.25%) Google
4 5 (7.25%) Microsoft
5 2 (2.90%) NetApp
6 1 (1.45%) Bloomberg
6 1 (1.45%) Cloudera
6 1 (1.45%) Cognos
6 1 (1.45%) Tableau