Period
to 15 December 2018

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

Apache Hadoop
South East > Berkshire
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 156 162 219
Rank change year-on-year +6 +57 +58
Permanent jobs citing Hadoop 98 92 82
As % of all permanent IT jobs advertised in Berkshire 1.64% 1.43% 0.97%
As % of the Database & Business Intelligence category 5.36% 4.86% 3.89%
Number of salaries quoted 32 74 61
Berkshire median annual salary £52,500 £60,000 £51,500
Median salary % change year-on-year -12.50% +16.50% +3.00%
10th Percentile £32,525 £31,250 £39,000
90th Percentile £87,500 £95,000 £80,000
South East median annual salary £65,000 £55,000 £55,000
% change year-on-year +18.18% - +4.76%

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 Berkshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Berkshire
Permanent vacancies with a requirement for database or business intelligence skills 1,827 1,894 2,109
As % of all permanent IT jobs advertised in Berkshire 30.60% 29.51% 25.01%
Number of salaries quoted 1,378 1,638 1,804
Berkshire median annual salary £52,500 £47,500 £47,500
Median salary % change year-on-year +10.53% - -
10th Percentile £31,250 £28,925 £30,500
90th Percentile £76,250 £70,000 £70,000
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +3.45%

Hadoop
Job Vacancy Trend in Berkshire

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

Job vacancy trend for Hadoop in Berkshire

Hadoop
Salary Trend in Berkshire

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

Salary trend for Hadoop in Berkshire

Hadoop
Salary Histogram in Berkshire

The salary distribution of IT jobs citing Hadoop in Berkshire over the 6 months to 15 December 2018.

Salary histogram for Hadoop in Berkshire

Hadoop
Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Hadoop within the Berkshire region over the 6 months to 15 December 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
Reading -13 42 £58,750 +17.50% 5
Slough +15 41 - - 1
Newbury +11 8 £48,750 -45.83% 4
Bracknell -8 3 £50,000 +42.86% 1
Maidenhead - 1 £50,000 - 1
Hadoop
South East

For the 6 months to 15 December 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 Berkshire region with a requirement for Hadoop.

1 80 (81.63%) Big Data
2 70 (71.43%) Apache Spark
3 69 (70.41%) Degree
4 65 (66.33%) Python
5 63 (64.29%) SQL
6 57 (58.16%) Apache Hive
7 55 (56.12%) Kafka
8 54 (55.10%) Analytics
9 52 (53.06%) Business Intelligence
10 51 (52.04%) R
10 51 (52.04%) Microsoft Azure
11 49 (50.00%) Data Science
12 48 (48.98%) Visualisation
12 48 (48.98%) Tableau
12 48 (48.98%) Data Modelling
13 47 (47.96%) Artificial Intelligence
14 46 (46.94%) Finance
14 46 (46.94%) Mathematics
15 44 (44.90%) Apache
15 44 (44.90%) Data Engineering
15 44 (44.90%) Power BI
16 43 (43.88%) Hadoop YARN
17 42 (42.86%) Telecoms
17 42 (42.86%) Statistics
18 41 (41.84%) Operations Research
18 41 (41.84%) Text Mining
18 41 (41.84%) Retail
18 41 (41.84%) Econometrics
18 41 (41.84%) Data Security
18 41 (41.84%) SAP

Hadoop
Co-occurring IT Skills in Berkshire 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 70 (71.43%) Apache Spark
2 44 (44.90%) Apache
3 41 (41.84%) SAS
4 16 (16.33%) Elasticsearch
5 8 (8.16%) Apache Pig
5 8 (8.16%) Confluence
6 4 (4.08%) JBoss
7 2 (2.04%) Cloud Foundry
8 1 (1.02%) IIS
8 1 (1.02%) Tomcat
8 1 (1.02%) WebLogic
8 1 (1.02%) WebSphere
Cloud Services
1 51 (52.04%) Microsoft Azure
2 15 (15.31%) Amazon AWS
3 6 (6.12%) GitHub
4 4 (4.08%) Amazon EC2
4 4 (4.08%) Amazon EMR
4 4 (4.08%) Cloud Computing
5 2 (2.04%) Azure Data Factory
5 2 (2.04%) SaaS
Communications & Networking
1 10 (10.20%) HTTP
2 2 (2.04%) SSH
2 2 (2.04%) TCP/IP
3 1 (1.02%) FCoE
3 1 (1.02%) Firewall
3 1 (1.02%) SNMP
Database & Business Intelligence
1 80 (81.63%) Big Data
2 57 (58.16%) Apache Hive
3 44 (44.90%) Power BI
4 41 (41.84%) SAP HANA
4 41 (41.84%) Text Mining
5 14 (14.29%) HBase
6 12 (12.24%) NoSQL
7 9 (9.18%) Data Lake
8 8 (8.16%) Relational Database
8 8 (8.16%) SQL Server
9 7 (7.14%) Data Warehouse
9 7 (7.14%) Impala
9 7 (7.14%) SQL Server Integration Services
10 6 (6.12%) PostgreSQL
10 6 (6.12%) RDBMS
10 6 (6.12%) SQL Server Analysis Services
11 5 (5.10%) MySQL
12 4 (4.08%) Couchbase
12 4 (4.08%) QlikView
12 4 (4.08%) Sqoop
Development Applications
1 16 (16.33%) Git (software)
2 13 (13.27%) JIRA
3 8 (8.16%) Bitbucket
4 7 (7.14%) Jenkins
5 4 (4.08%) Eclipse
5 4 (4.08%) Subversion
5 4 (4.08%) Team Foundation Server
6 3 (3.06%) TeamCity
7 2 (2.04%) Gradle
8 1 (1.02%) Octopus Deploy
8 1 (1.02%) Redmine
8 1 (1.02%) Visual Studio
General
1 46 (46.94%) Finance
2 42 (42.86%) Telecoms
3 41 (41.84%) Retail
4 5 (5.10%) Financial Institution
5 2 (2.04%) Advertising
6 1 (1.02%) Manufacturing
Job Titles
1 44 (44.90%) Data Scientist
2 27 (27.55%) Senior Data Scientist
3 13 (13.27%) Systems Engineer
4 12 (12.24%) Developer
5 8 (8.16%) Support Engineer
6 6 (6.12%) Big Data Engineer
6 6 (6.12%) Senior Developer
7 5 (5.10%) Data Engineer
7 5 (5.10%) Junior
7 5 (5.10%) Software Engineer
7 5 (5.10%) Software Support Engineer
8 4 (4.08%) Architect
8 4 (4.08%) Big Data Developer
8 4 (4.08%) Junior Developer
8 4 (4.08%) Linux Engineer
8 4 (4.08%) Senior Big Data Developer
8 4 (4.08%) Technical Engineer
8 4 (4.08%) Technical Support
8 4 (4.08%) Technical Support Engineer
9 3 (3.06%) Linux Systems Engineer
Libraries, Frameworks & Software Standards
1 55 (56.12%) Kafka
2 41 (41.84%) D3.js
2 41 (41.84%) ggplot
3 9 (9.18%) Web Services
3 9 (9.18%) XML
4 8 (8.16%) Elastic Stack
5 7 (7.14%) HTML
5 7 (7.14%) JSON
5 7 (7.14%) Middleware
5 7 (7.14%) REST
6 6 (6.12%) AngularJS
7 5 (5.10%) Akka
8 4 (4.08%) CSS
8 4 (4.08%) HTML5
8 4 (4.08%) jQuery
8 4 (4.08%) React
8 4 (4.08%) RESTful
8 4 (4.08%) Spark Streaming
9 3 (3.06%) Ajax
9 3 (3.06%) TensorFlow
Miscellaneous
1 41 (41.84%) Algorithms
1 41 (41.84%) Social Network
2 18 (18.37%) Analytical Skills
3 5 (5.10%) Client/Server
3 5 (5.10%) Digital Currency
3 5 (5.10%) Management Information System
3 5 (5.10%) Self-Motivation
4 2 (2.04%) Driving Licence
4 2 (2.04%) Enterprise Software
4 2 (2.04%) Linux Command Line
5 1 (1.02%) Cyber Defence
5 1 (1.02%) Data Structures
5 1 (1.02%) Robotics
5 1 (1.02%) Security Operations Centre
5 1 (1.02%) Virtual Team
Operating Systems
1 39 (39.80%) Linux
2 14 (14.29%) Unix
3 13 (13.27%) Windows
4 5 (5.10%) CentOS
5 1 (1.02%) Red Hat Enterprise Linux
5 1 (1.02%) Solaris
Processes & Methodologies
1 54 (55.10%) Analytics
2 52 (53.06%) Business Intelligence
3 49 (50.00%) Data Science
4 48 (48.98%) Data Modelling
4 48 (48.98%) Visualisation
5 47 (47.96%) Artificial Intelligence
6 46 (46.94%) Mathematics
7 44 (44.90%) Data Engineering
8 42 (42.86%) Statistics
9 41 (41.84%) Data Security
9 41 (41.84%) Data Visualisation
9 41 (41.84%) Data-Driven Decision Making
9 41 (41.84%) Decision-Making
9 41 (41.84%) Econometrics
9 41 (41.84%) Operations Research
9 41 (41.84%) Quantitative Research
9 41 (41.84%) Random Forest
10 19 (19.39%) ETL
11 18 (18.37%) Agile Software Development
12 16 (16.33%) Problem-Solving
Programming Languages
1 65 (66.33%) Python
2 63 (64.29%) SQL
3 51 (52.04%) R
4 34 (34.69%) Java
5 15 (15.31%) C
6 10 (10.20%) Bash Shell
6 10 (10.20%) Scala
7 9 (9.18%) PowerShell
8 7 (7.14%) JavaScript
9 6 (6.12%) Shell Script
10 5 (5.10%) C++
10 5 (5.10%) Erlang
10 5 (5.10%) Go
11 3 (3.06%) C#
11 3 (3.06%) T-SQL
12 2 (2.04%) F#
12 2 (2.04%) ML
12 2 (2.04%) Perl
13 1 (1.02%) HiveQL
13 1 (1.02%) MATLAB
Qualifications
1 69 (70.41%) Degree
2 17 (17.35%) Security Cleared
3 15 (15.31%) DV Cleared
4 4 (4.08%) Computer Science Degree
5 3 (3.06%) MCSE
5 3 (3.06%) Microsoft Certification
6 2 (2.04%) MCSA
6 2 (2.04%) PhD
6 2 (2.04%) SC Cleared
7 1 (1.02%) CCNA
7 1 (1.02%) Cisco Certification
7 1 (1.02%) CISSP
7 1 (1.02%) CompTIA Security+
7 1 (1.02%) GIAC
7 1 (1.02%) Linux+ Certification
7 1 (1.02%) Network+ Certification
7 1 (1.02%) SANS
7 1 (1.02%) SSCP
Quality Assurance & Compliance
1 7 (7.14%) QA
2 4 (4.08%) Data Quality
System Software
1 18 (18.37%) HDFS
2 12 (12.24%) Apache Flume
3 10 (10.20%) Virtual Machines
4 2 (2.04%) Apache ZooKeeper
5 1 (1.02%) NFS
5 1 (1.02%) Samba
5 1 (1.02%) VMware ESXi
5 1 (1.02%) VMware NSX
Systems Management
1 43 (43.88%) Hadoop YARN
2 15 (15.31%) Puppet
3 10 (10.20%) Kibana
4 4 (4.08%) Kubernetes
4 4 (4.08%) Oozie
4 4 (4.08%) Rundeck
5 2 (2.04%) Ansible
6 1 (1.02%) Nagios
6 1 (1.02%) SELinux
6 1 (1.02%) vCenter Server
Vendors
1 48 (48.98%) Tableau
2 41 (41.84%) SAP
3 16 (16.33%) Cloudera
4 14 (14.29%) Atlassian
5 7 (7.14%) Oracle
6 6 (6.12%) Microsoft
7 5 (5.10%) Hortonworks
8 3 (3.06%) RapidMiner
9 1 (1.02%) Cognos
9 1 (1.02%) EMC
9 1 (1.02%) NetApp
9 1 (1.02%) SolarWinds
9 1 (1.02%) Talend
9 1 (1.02%) VMware