Period
to 17 January 2019

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 17 January 2019 with a comparison to the same period in the previous 2 years.

Apache Hadoop
East of England > Cambridgeshire
6 months to
17 Jan 2019
Same period 2018 Same period 2017
Rank 119 163 159
Rank change year-on-year +44 -4 -12
Permanent jobs citing Hadoop 65 51 16
As % of all permanent IT jobs advertised in Cambridgeshire 2.09% 1.21% 0.48%
As % of the Database & Business Intelligence category 8.33% 5.03% 1.92%
Number of salaries quoted 47 29 9
Cambridgeshire median annual salary £65,000 £75,000 £55,000
Median salary % change year-on-year -13.33% +36.36% -18.52%
10th Percentile £39,000 £42,500 £40,700
90th Percentile £82,500 £112,500 £60,500
East of England median annual salary £67,500 £60,000 £52,500
% change year-on-year +12.50% +14.29% +5.00%

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 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 780 1,014 833
As % of all permanent IT jobs advertised in Cambridgeshire 25.10% 24.10% 25.10%
Number of salaries quoted 566 803 725
Cambridgeshire median annual salary £49,426 £45,000 £42,500
Median salary % change year-on-year +9.84% +5.88% +6.25%
10th Percentile £31,250 £31,750 £27,500
90th Percentile £76,250 £67,500 £62,500
East of England median annual salary £47,500 £46,500 £45,000
% change year-on-year +2.15% +3.33% -

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 17 January 2019.

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 17 January 2019. 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 +63 64 £65,000 +36.84% 7
Hadoop
East of England

For the 6 months to 17 January 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 Cambridgeshire region with a requirement for Hadoop.

1 36 (55.38%) Big Data
2 34 (52.31%) Data Science
2 34 (52.31%) Python
3 30 (46.15%) Machine Learning
4 26 (40.00%) Agile Software Development
5 25 (38.46%) Apache Spark
6 24 (36.92%) SQL
7 22 (33.85%) Amazon AWS
8 19 (29.23%) Retail
8 19 (29.23%) Java
9 17 (26.15%) ETL
9 17 (26.15%) TensorFlow
9 17 (26.15%) Analytics
9 17 (26.15%) Deep Learning
10 16 (24.62%) Microsoft Azure
11 15 (23.08%) Kafka
12 14 (21.54%) Algorithms
12 14 (21.54%) Apache Hive
13 13 (20.00%) MongoDB
13 13 (20.00%) Neural Network
13 13 (20.00%) Oracle
13 13 (20.00%) Predictive Analysis
13 13 (20.00%) Bayesian Methods
14 12 (18.46%) SAP
14 12 (18.46%) Scala
15 11 (16.92%) MapReduce
15 11 (16.92%) Project Management
15 11 (16.92%) HDFS
15 11 (16.92%) Relational Database
16 10 (15.38%) Sqoop

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 25 (38.46%) Apache Spark
2 6 (9.23%) SAS
3 5 (7.69%) Apache
3 5 (7.69%) Apache Pig
3 5 (7.69%) Apache Solr
Applications
1 1 (1.54%) Microsoft Excel
Cloud Services
1 22 (33.85%) Amazon AWS
2 16 (24.62%) Microsoft Azure
3 4 (6.15%) Google Cloud Platform
4 2 (3.08%) Amazon EMR
4 2 (3.08%) Amazon S3
Communications & Networking
1 7 (10.77%) DNS
1 7 (10.77%) Firewall
1 7 (10.77%) SSL
2 5 (7.69%) Kerberos
2 5 (7.69%) TCP/IP
Database & Business Intelligence
1 36 (55.38%) Big Data
2 14 (21.54%) Apache Hive
3 13 (20.00%) MongoDB
4 11 (16.92%) Relational Database
5 10 (15.38%) MySQL
5 10 (15.38%) Sqoop
6 9 (13.85%) PostgreSQL
6 9 (13.85%) SQL Server Integration Services
6 9 (13.85%) SQL Server Reporting Services
7 8 (12.31%) SQL Server
8 7 (10.77%) Azure SQL Database
8 7 (10.77%) InterBase
8 7 (10.77%) SAP HANA
9 6 (9.23%) Power BI
10 5 (7.69%) Apache Zeppelin
10 5 (7.69%) HBase
11 2 (3.08%) Amazon Aurora
11 2 (3.08%) Amazon Redshift
11 2 (3.08%) Data Warehouse
11 2 (3.08%) NoSQL
Development Applications
1 5 (7.69%) Git (software)
2 4 (6.15%) JMeter
2 4 (6.15%) Selenium
2 4 (6.15%) SoapUI
3 1 (1.54%) GitLab
3 1 (1.54%) Maven
General
1 19 (29.23%) Retail
2 7 (10.77%) Finance
3 5 (7.69%) Pharmaceutical
4 4 (6.15%) Games
4 4 (6.15%) Law
5 1 (1.54%) Banking
5 1 (1.54%) Legal
5 1 (1.54%) Publishing
Job Titles
1 23 (35.38%) Developer
2 13 (20.00%) Hadoop Developer
3 8 (12.31%) Administrator
3 8 (12.31%) Machine Learning Researcher
4 7 (10.77%) Software Developer
5 6 (9.23%) Hadoop Administrator
6 5 (7.69%) Consultant
6 5 (7.69%) Machine Learning Engineer
6 5 (7.69%) Principal Developer
7 4 (6.15%) Database Team Leader
7 4 (6.15%) Development Consultant
7 4 (6.15%) Graduate
7 4 (6.15%) Graduate Consultant
7 4 (6.15%) Graduate Software Consultant
7 4 (6.15%) Research Scientist
7 4 (6.15%) Software Consultant
7 4 (6.15%) Software Development Consultant
7 4 (6.15%) Team Leader
8 3 (4.62%) Database Manager
8 3 (4.62%) Service Manager
Libraries, Frameworks & Software Standards
1 17 (26.15%) TensorFlow
2 15 (23.08%) Kafka
3 8 (12.31%) Spring
4 7 (10.77%) LDAP
4 7 (10.77%) Spring MVC
4 7 (10.77%) Web Services
5 6 (9.23%) SOAP
6 5 (7.69%) Apache NiFi
6 5 (7.69%) SparkR
7 4 (6.15%) Natural Language Processing
8 2 (3.08%) Keras
8 2 (3.08%) NumPy
8 2 (3.08%) Pandas
8 2 (3.08%) REST
8 2 (3.08%) scikit-learn
8 2 (3.08%) SciPy
9 1 (1.54%) Apache Camel
9 1 (1.54%) Apache Commons
9 1 (1.54%) jQuery
9 1 (1.54%) OSGi
Miscellaneous
1 14 (21.54%) Algorithms
2 4 (6.15%) NHS
3 1 (1.54%) Analytical Skills
3 1 (1.54%) Data Structures
Operating Systems
1 9 (13.85%) Linux
2 6 (9.23%) Unix
3 5 (7.69%) VMS
Processes & Methodologies
1 34 (52.31%) Data Science
2 30 (46.15%) Machine Learning
3 26 (40.00%) Agile Software Development
4 17 (26.15%) Analytics
4 17 (26.15%) Deep Learning
4 17 (26.15%) ETL
5 13 (20.00%) Bayesian Methods
5 13 (20.00%) Neural Network
5 13 (20.00%) Predictive Analysis
6 11 (16.92%) MapReduce
6 11 (16.92%) Project Management
7 8 (12.31%) Configuration Management
7 8 (12.31%) MVC
8 7 (10.77%) ITIL
8 7 (10.77%) Load Balancing
8 7 (10.77%) Mentoring
8 7 (10.77%) OO
8 7 (10.77%) SDLC
8 7 (10.77%) TDD
9 6 (9.23%) Data Modelling
Programming Languages
1 34 (52.31%) Python
2 24 (36.92%) SQL
3 19 (29.23%) Java
4 12 (18.46%) Scala
5 7 (10.77%) Bash Shell
5 7 (10.77%) C
6 5 (7.69%) R
7 1 (1.54%) JavaScript
7 1 (1.54%) VBA
Qualifications
1 7 (10.77%) Degree
2 6 (9.23%) PhD
3 4 (6.15%) ITIL Certification
4 1 (1.54%) Computer Science Degree
Quality Assurance & Compliance
1 9 (13.85%) QA
2 1 (1.54%) Data Quality
System Software
1 11 (16.92%) HDFS
2 7 (10.77%) Active Directory
2 7 (10.77%) Virtual Machines
3 5 (7.69%) Apache ZooKeeper
Systems Management
1 10 (15.38%) Oozie
2 8 (12.31%) Puppet
3 5 (7.69%) Ambari
3 5 (7.69%) Hadoop YARN
Vendors
1 13 (20.00%) Oracle
2 12 (18.46%) SAP
3 10 (15.38%) CA
3 10 (15.38%) Hortonworks
4 8 (12.31%) Microsoft
5 4 (6.15%) Google
6 1 (1.54%) Tableau
6 1 (1.54%) Talend