Period
to 15 November 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 15 November 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
East of England > Cambridgeshire
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 114 155 158
Rank change year-on-year +41 +3 -18
Permanent jobs citing Hadoop 71 51 25
As % of all permanent IT jobs advertised in Cambridgeshire 2.21% 1.23% 0.71%
As % of the Database & Business Intelligence category 8.49% 5.11% 2.81%
Number of salaries quoted 53 24 15
Cambridgeshire median annual salary £65,000 £75,000 £50,000
Median salary % change year-on-year -13.33% +50.00% -25.93%
10th Percentile £39,000 £39,875 £33,500
90th Percentile £82,500 £112,500 £61,250
East of England median annual salary £67,500 £55,000 £52,500
% change year-on-year +22.73% +4.76% -4.55%

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 836 998 890
As % of all permanent IT jobs advertised in Cambridgeshire 26.00% 24.05% 25.16%
Number of salaries quoted 604 814 758
Cambridgeshire median annual salary £45,500 £45,000 £42,500
Median salary % change year-on-year +1.11% +5.88% -
10th Percentile £27,500 £31,250 £27,500
90th Percentile £72,500 £67,500 £62,500
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

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 15 November 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 15 November 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 +69 70 £65,000 +23.81% 7
Hadoop
East of England

For the 6 months to 15 November 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 (69.01%) Data Science
2 42 (59.15%) Big Data
3 36 (50.70%) Python
4 31 (43.66%) Machine Learning
5 30 (42.25%) Apache Spark
6 27 (38.03%) Analytics
6 27 (38.03%) Agile Software Development
7 26 (36.62%) SQL
8 22 (30.99%) Java
8 22 (30.99%) Kafka
9 21 (29.58%) Algorithms
9 21 (29.58%) Retail
10 19 (26.76%) ETL
11 18 (25.35%) Amazon AWS
11 18 (25.35%) Apache Hive
11 18 (25.35%) TensorFlow
11 18 (25.35%) Deep Learning
12 16 (22.54%) HDFS
12 16 (22.54%) Sqoop
12 16 (22.54%) MapReduce
12 16 (22.54%) MongoDB
13 15 (21.13%) Neural Network
13 15 (21.13%) Bayesian Methods
13 15 (21.13%) Oozie
13 15 (21.13%) Relational Database
13 15 (21.13%) Predictive Analysis
14 14 (19.72%) Hortonworks
14 14 (19.72%) Scala
15 13 (18.31%) Microsoft Azure
15 13 (18.31%) QA

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 30 (42.25%) Apache Spark
2 11 (15.49%) Apache
3 8 (11.27%) SAS
4 7 (9.86%) Apache Pig
4 7 (9.86%) Apache Solr
Cloud Services
1 18 (25.35%) Amazon AWS
2 13 (18.31%) Microsoft Azure
3 5 (7.04%) Google Cloud Platform
4 2 (2.82%) Amazon EMR
4 2 (2.82%) Amazon S3
Communications & Networking
1 9 (12.68%) DNS
1 9 (12.68%) Firewall
1 9 (12.68%) SSL
2 7 (9.86%) Kerberos
2 7 (9.86%) TCP/IP
3 1 (1.41%) SMS
Database & Business Intelligence
1 42 (59.15%) Big Data
2 18 (25.35%) Apache Hive
3 16 (22.54%) MongoDB
3 16 (22.54%) Sqoop
4 15 (21.13%) Relational Database
5 9 (12.68%) Power BI
5 9 (12.68%) SQL Server Integration Services
5 9 (12.68%) SQL Server Reporting Services
6 8 (11.27%) HBase
6 8 (11.27%) MySQL
6 8 (11.27%) NoSQL
7 7 (9.86%) Apache Zeppelin
7 7 (9.86%) PostgreSQL
8 2 (2.82%) Amazon Aurora
8 2 (2.82%) Amazon Redshift
8 2 (2.82%) Data Mining
8 2 (2.82%) Data Warehouse
9 1 (1.41%) Data Lake
9 1 (1.41%) SAP HANA
9 1 (1.41%) SQL Server
Development Applications
1 8 (11.27%) Git (software)
2 6 (8.45%) Maven
3 5 (7.04%) JMeter
3 5 (7.04%) Selenium
3 5 (7.04%) SoapUI
4 1 (1.41%) GitLab
4 1 (1.41%) Subversion
General
1 21 (29.58%) Retail
2 7 (9.86%) Finance
3 5 (7.04%) Law
4 4 (5.63%) Pharmaceutical
5 3 (4.23%) Games
6 1 (1.41%) Legal
6 1 (1.41%) Manufacturing
6 1 (1.41%) Publishing
Job Titles
1 22 (30.99%) Developer
2 16 (22.54%) Hadoop Developer
3 12 (16.90%) Machine Learning Researcher
4 10 (14.08%) Administrator
5 8 (11.27%) Hadoop Administrator
5 8 (11.27%) Principal Developer
6 7 (9.86%) Data Scientist
7 6 (8.45%) Consultant
7 6 (8.45%) JavaScript Engineer
7 6 (8.45%) Software Engineer
8 5 (7.04%) Development Consultant
8 5 (7.04%) Graduate
8 5 (7.04%) Graduate Consultant
8 5 (7.04%) Graduate Software Consultant
8 5 (7.04%) Software Consultant
8 5 (7.04%) Software Development Consultant
9 3 (4.23%) Machine Learning Engineer
9 3 (4.23%) Research Scientist
9 3 (4.23%) Senior Data Scientist
9 3 (4.23%) Software Developer
Libraries, Frameworks & Software Standards
1 22 (30.99%) Kafka
2 18 (25.35%) TensorFlow
3 13 (18.31%) Web Services
4 12 (16.90%) SOAP
5 9 (12.68%) LDAP
5 9 (12.68%) Spring
6 7 (9.86%) REST
6 7 (9.86%) SparkR
7 6 (8.45%) Apache Commons
7 6 (8.45%) CSS
7 6 (8.45%) HTML
7 6 (8.45%) HTML5
7 6 (8.45%) jQuery
7 6 (8.45%) OSGi
7 6 (8.45%) WSDL
8 4 (5.63%) Natural Language Processing
8 4 (5.63%) NumPy
8 4 (5.63%) Pandas
8 4 (5.63%) scikit-learn
8 4 (5.63%) SciPy
Miscellaneous
1 21 (29.58%) Algorithms
2 6 (8.45%) Computer Science
3 5 (7.04%) Data Structures
4 3 (4.23%) NHS
5 2 (2.82%) Analytical Skills
Operating Systems
1 11 (15.49%) Linux
2 8 (11.27%) Unix
3 7 (9.86%) VMS
Processes & Methodologies
1 49 (69.01%) Data Science
2 31 (43.66%) Machine Learning
3 27 (38.03%) Agile Software Development
3 27 (38.03%) Analytics
4 19 (26.76%) ETL
5 18 (25.35%) Deep Learning
6 16 (22.54%) MapReduce
7 15 (21.13%) Bayesian Methods
7 15 (21.13%) Neural Network
7 15 (21.13%) Predictive Analysis
8 12 (16.90%) SDLC
9 11 (15.49%) Scrum
9 11 (15.49%) Software Engineering
10 10 (14.08%) Configuration Management
11 9 (12.68%) Data Management
11 9 (12.68%) Data Modelling
11 9 (12.68%) Load Balancing
11 9 (12.68%) MVC
12 8 (11.27%) PRINCE2
12 8 (11.27%) Waterfall
Programming Languages
1 36 (50.70%) Python
2 26 (36.62%) SQL
3 22 (30.99%) Java
4 14 (19.72%) Scala
5 10 (14.08%) Bash Shell
5 10 (14.08%) R
6 6 (8.45%) JavaScript
7 3 (4.23%) C
8 2 (2.82%) T-SQL
9 1 (1.41%) MATLAB
9 1 (1.41%) VBA
Qualifications
1 10 (14.08%) Degree
2 8 (11.27%) PhD
3 1 (1.41%) Computer Science Degree
3 1 (1.41%) SAS Certification
Quality Assurance & Compliance
1 13 (18.31%) QA
2 1 (1.41%) Data Quality
System Software
1 16 (22.54%) HDFS
2 9 (12.68%) Active Directory
2 9 (12.68%) Virtual Machines
3 7 (9.86%) Apache ZooKeeper
4 1 (1.41%) Apache Flume
Systems Management
1 15 (21.13%) Oozie
2 10 (14.08%) Puppet
3 7 (9.86%) Ambari
3 7 (9.86%) Hadoop YARN
Vendors
1 14 (19.72%) Hortonworks
2 13 (18.31%) CA
2 13 (18.31%) Oracle
3 8 (11.27%) SAP
4 5 (7.04%) Google
4 5 (7.04%) Microsoft
5 1 (1.41%) Talend