Period
to 23 November 2017

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Apache Pig skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Apache Pig over the 6 months to 23 November 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Apache Pig
UK > England
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 709 636 710
Rank change year-on-year -73 +74 +31
Contract jobs citing Apache Pig 148 239 161
As % of all contract IT jobs advertised in England 0.16% 0.24% 0.16%
As % of the Application Platforms category 0.94% 1.32% 0.87%
Number of daily rates quoted 85 148 82
England median daily rate £550 £550 £525
Median daily rate % change year-on-year - +4.76% -4.55%
10th Percentile £425 £410 £425
90th Percentile £725 £675 £675
UK median daily rate £550 £550 £525
% change year-on-year - +4.76% -4.55%
Number of hourly rates quoted 2 0 2
England median hourly rate £45.00 - £33.55
UK median hourly rate £45.00 - £33.55

Apache Pig is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for application platform skills.

All Application Platform Skills
England
Contract vacancies with a requirement for application platform skills 15814 18137 18404
As % of all contract IT jobs advertised in England 16.67% 18.55% 17.72%
Number of daily rates quoted 10486 11824 11695
England median daily rate £450 £425 £400
Median daily rate % change year-on-year +5.88% +6.25% +5.26%
10th Percentile £263 £256 £235
90th Percentile £613 £588 £575
UK median daily rate £450 £424 £400
% change year-on-year +6.26% +5.88% +5.89%
Number of hourly rates quoted 403 450 552
England median hourly rate £20.50 £20.00 £19.50
Median hourly rate % change year-on-year +2.50% +2.56% +8.33%
10th Percentile £11.05 £12.15 £11.00
90th Percentile £47.83 £48.83 £43.00
UK median hourly rate £20.00 £20.00 £20.00

Apache Pig
Job Vacancy Trend in England

Job postings citing Apache Pig as a percentage of all IT jobs advertised in England.

Job vacancy trend for Apache Pig in England

Apache Pig
Contractor Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Apache Pig in England.

Contractor daily rate trend for Apache Pig in England

Apache Pig
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Apache Pig in England over the 6 months to 23 November 2017.

Contractor daily rate histogram for Apache Pig in England

Apache Pig
Contractor Hourly Rate Trend in England

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Apache Pig in England.

Contractor hourly rate trend for Apache Pig in England

Apache Pig
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Apache Pig within the England region over the 6 months to 23 November 2017. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -67 98 £550 - 17
South East -28 17 £560 +4.09% 2
South West +2 12 £525 +15.38% 3
North of England +53 10 - - 5
East of England -16 10 £488 -11.36%
North West +27 8 - -
Yorkshire +8 2 - - 5
Midlands +19 1 - -
East Midlands -8 1 - -
Apache Pig
UK

For the 6 months to 23 November 2017, IT contractor jobs citing Apache Pig also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the England region with a requirement for Apache Pig.

1 134 (90.54%) Big Data
2 130 (87.84%) Apache Hive
3 122 (82.43%) Hadoop
4 91 (61.49%) Apache Spark
5 79 (53.38%) Java
6 70 (47.30%) MapReduce
7 68 (45.95%) HBase
7 68 (45.95%) Python
8 52 (35.14%) Kafka
9 48 (32.43%) Apache Flume
9 48 (32.43%) HDFS
9 48 (32.43%) SQL
10 47 (31.76%) MongoDB
11 45 (30.41%) Cloudera
11 45 (30.41%) ETL
12 43 (29.05%) Finance
13 41 (27.70%) Impala
14 40 (27.03%) Analytical Skills
15 38 (25.68%) Scala
16 37 (25.00%) NoSQL
17 36 (24.32%) Unix
18 34 (22.97%) Agile Software Development
19 32 (21.62%) Amazon AWS
19 32 (21.62%) Sqoop
20 31 (20.95%) Analytics
20 31 (20.95%) Apache Cassandra
20 31 (20.95%) Banking
21 30 (20.27%) R
21 30 (20.27%) Hadoop YARN
22 29 (19.59%) Machine Learning

Apache Pig
Co-occurring IT Skills in England 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 91 (61.49%) Apache Spark
2 20 (13.51%) Apache Solr
3 19 (12.84%) Apache
4 8 (5.41%) Elasticsearch
5 7 (4.73%) Jupyter
6 3 (2.03%) Confluence
6 3 (2.03%) JBoss
6 3 (2.03%) SAS
6 3 (2.03%) Tomcat
6 3 (2.03%) WebSphere
7 2 (1.35%) Oracle Application Server
7 2 (1.35%) Oracle SOA Suite
7 2 (1.35%) SharePoint
7 2 (1.35%) WebLogic
7 2 (1.35%) WebSphere Application Server
8 1 (0.68%) Mule
8 1 (0.68%) Oracle Workflow
Applications
1 1 (0.68%) Gephi
1 1 (0.68%) GNU Octave
1 1 (0.68%) Microsoft Excel
1 1 (0.68%) Microsoft Office
1 1 (0.68%) SPSS
1 1 (0.68%) Stata
Cloud Services
1 32 (21.62%) Amazon AWS
2 16 (10.81%) Microsoft Azure
3 9 (6.08%) Amazon EC2
4 6 (4.05%) Cloud Computing
4 6 (4.05%) GitHub
4 6 (4.05%) Google Cloud Platform
5 4 (2.70%) Slack
6 2 (1.35%) Amazon S3
6 2 (1.35%) IaaS
6 2 (1.35%) PaaS
6 2 (1.35%) SaaS
7 1 (0.68%) Adobe Analytics
7 1 (0.68%) Amazon EMR
7 1 (0.68%) Azure Machine Learning
7 1 (0.68%) Cortana Intelligence Suite
7 1 (0.68%) Data Lake Analytics
7 1 (0.68%) Google Analytics
Communications & Networking
1 10 (6.76%) Kerberos
2 6 (4.05%) Firewall
2 6 (4.05%) SNMP
2 6 (4.05%) SSH
3 3 (2.03%) Network Security
4 2 (1.35%) SSL
Database & Business Intelligence
1 134 (90.54%) Big Data
2 130 (87.84%) Apache Hive
3 122 (82.43%) Hadoop
4 68 (45.95%) HBase
5 47 (31.76%) MongoDB
6 41 (27.70%) Impala
7 37 (25.00%) NoSQL
8 32 (21.62%) Sqoop
9 31 (20.95%) Apache Cassandra
10 25 (16.89%) Data Warehouse
11 22 (14.86%) Mahout
12 19 (12.84%) Data Mining
13 11 (7.43%) Relational Database
14 10 (6.76%) MarkLogic
14 10 (6.76%) Riak
15 9 (6.08%) Cloudera CDH
15 9 (6.08%) MySQL
16 8 (5.41%) Blockchain
16 8 (5.41%) SAP BW
16 8 (5.41%) SQL Server
Development Applications
1 19 (12.84%) Git (software)
2 11 (7.43%) Jenkins
3 8 (5.41%) Gradle
4 6 (4.05%) Ant
4 6 (4.05%) Maven
5 5 (3.38%) HP UFT
6 4 (2.70%) JIRA
7 2 (1.35%) Selenium
7 2 (1.35%) SoapUI
7 2 (1.35%) Sonatype Nexus
7 2 (1.35%) Subversion
7 2 (1.35%) WebDriver
8 1 (0.68%) Cucumber
8 1 (0.68%) Eclipse
8 1 (0.68%) Hudson
8 1 (0.68%) IntelliJ
8 1 (0.68%) NetBeans
8 1 (0.68%) Talend Open Studio
8 1 (0.68%) Team Foundation Server
8 1 (0.68%) Visual Studio
General
1 43 (29.05%) Finance
2 31 (20.95%) Banking
3 11 (7.43%) Retail
4 9 (6.08%) Games
5 8 (5.41%) Investment Banking
6 4 (2.70%) Marketing
7 2 (1.35%) Electronics
7 2 (1.35%) Telecoms
8 1 (0.68%) Aerospace
8 1 (0.68%) Pharmaceutical
Job Titles
1 56 (37.84%) Developer
2 28 (18.92%) Data Engineer
3 27 (18.24%) Big Data Engineer
4 24 (16.22%) Big Data Developer
5 22 (14.86%) Architect
6 20 (13.51%) Data Scientist
7 18 (12.16%) Hadoop Developer
8 12 (8.11%) Java Developer
9 11 (7.43%) Analyst
10 10 (6.76%) Data Architect
11 9 (6.08%) Technical Architect
12 8 (5.41%) Big Data Architect
12 8 (5.41%) Data Analyst
13 7 (4.73%) Hadoop Engineer
13 7 (4.73%) Scala Developer
14 5 (3.38%) Cloud Developer
14 5 (3.38%) Hadoop Architect
14 5 (3.38%) Java Engineer
14 5 (3.38%) Lead Developer
15 4 (2.70%) Test Architect
Libraries, Frameworks & Software Standards
1 52 (35.14%) Kafka
2 23 (15.54%) Web Services
3 18 (12.16%) Spring
4 14 (9.46%) Hibernate
5 13 (8.78%) RabbitMQ
6 12 (8.11%) XML
7 11 (7.43%) JMS
7 11 (7.43%) Natural Language Processing
8 10 (6.76%) Lucene
8 10 (6.76%) scikit-learn
9 9 (6.08%) Spark Streaming
10 8 (5.41%) Pandas
10 8 (5.41%) Play Framework
11 7 (4.73%) J2EE
12 6 (4.05%) Cascading
12 6 (4.05%) NumPy
12 6 (4.05%) REST
12 6 (4.05%) SOAP
13 5 (3.38%) Matplotlib
13 5 (3.38%) Node.js
Miscellaneous
1 40 (27.03%) Analytical Skills
2 20 (13.51%) Algorithms
3 11 (7.43%) Computer Science
3 11 (7.43%) Fintech
4 10 (6.76%) Greenfield Project
5 9 (6.08%) Replication
6 6 (4.05%) Mainframe
7 4 (2.70%) Digital Media
7 4 (2.70%) Market Risk
8 3 (2.03%) DataPower
9 2 (1.35%) Management Information System
9 2 (1.35%) Security Operations Centre
9 2 (1.35%) Shadow IT
9 2 (1.35%) Virtual Team
10 1 (0.68%) Distributed Denial-of-Service
10 1 (0.68%) Grid Computing
10 1 (0.68%) Mobile App
10 1 (0.68%) Over-the-Top Content
10 1 (0.68%) Private Cloud
10 1 (0.68%) Robotics
Operating Systems
1 36 (24.32%) Unix
2 25 (16.89%) Linux
3 10 (6.76%) Red Hat Enterprise Linux
4 9 (6.08%) CentOS
5 8 (5.41%) Windows
6 2 (1.35%) Android
6 2 (1.35%) Apple iOS
7 1 (0.68%) Debian
7 1 (0.68%) Ubuntu
Processes & Methodologies
1 70 (47.30%) MapReduce
2 45 (30.41%) ETL
3 34 (22.97%) Agile Software Development
4 31 (20.95%) Analytics
5 29 (19.59%) Machine Learning
6 28 (18.92%) TDD
7 24 (16.22%) Open Source
8 22 (14.86%) Continuous Integration
8 22 (14.86%) Visualisation
9 17 (11.49%) Data Analysis
10 16 (10.81%) BDD
10 16 (10.81%) Mathematics
11 15 (10.14%) Data Modelling
11 15 (10.14%) Scrum
11 15 (10.14%) Software Engineering
12 14 (9.46%) Data Visualisation
12 14 (9.46%) Workflow
13 12 (8.11%) Data Management
13 12 (8.11%) Data Privacy
14 11 (7.43%) Statistical Modelling
Programming Languages
1 79 (53.38%) Java
2 68 (45.95%) Python
3 48 (32.43%) SQL
4 38 (25.68%) Scala
5 30 (20.27%) R
6 17 (11.49%) JavaScript
7 16 (10.81%) Bash Shell
8 14 (9.46%) C#
9 13 (8.78%) HiveQL
9 13 (8.78%) Perl
10 5 (3.38%) T-SQL
11 4 (2.70%) C++
11 4 (2.70%) Shell Script
12 3 (2.03%) Groovy
12 3 (2.03%) PHP
12 3 (2.03%) PL/SQL
12 3 (2.03%) Ruby
13 2 (1.35%) C
13 2 (1.35%) COBOL
14 1 (0.68%) MATLAB
Qualifications
1 11 (7.43%) Degree
2 5 (3.38%) Computer Science Degree
3 4 (2.70%) Master's Degree
4 2 (1.35%) SC Cleared
4 2 (1.35%) Security Cleared
5 1 (0.68%) BPSS Clearance
5 1 (0.68%) CISA
5 1 (0.68%) CISM
5 1 (0.68%) CISSP
5 1 (0.68%) PhD
Quality Assurance & Compliance
1 6 (4.05%) Data Quality
2 5 (3.38%) QA
3 4 (2.70%) GDPR
4 3 (2.03%) PCI DSS
5 1 (0.68%) FedRAMP
5 1 (0.68%) SLA
System Software
1 48 (32.43%) Apache Flume
1 48 (32.43%) HDFS
2 9 (6.08%) Apache ZooKeeper
3 6 (4.05%) Docker
4 1 (0.68%) Active Directory
4 1 (0.68%) Oracle RAC
Systems Management
1 30 (20.27%) Hadoop YARN
2 23 (15.54%) Oozie
3 5 (3.38%) Ansible
3 5 (3.38%) Puppet
4 4 (2.70%) Ambari
5 2 (1.35%) Control-M
5 2 (1.35%) Opscode Chef
6 1 (0.68%) Docker Swarm
6 1 (0.68%) Kibana
6 1 (0.68%) Kubernetes
6 1 (0.68%) logstash
6 1 (0.68%) Mesos
6 1 (0.68%) Terraform
Vendors
1 45 (30.41%) Cloudera
2 17 (11.49%) Hortonworks
2 17 (11.49%) Tableau
3 16 (10.81%) Oracle
3 16 (10.81%) Teradata
4 13 (8.78%) MapR
5 11 (7.43%) Informatica
5 11 (7.43%) Splunk
6 9 (6.08%) SAP
7 6 (4.05%) Google
7 6 (4.05%) Perforce
8 5 (3.38%) Microsoft
9 3 (2.03%) Atlassian
9 3 (2.03%) IBM
9 3 (2.03%) Palantir
10 2 (1.35%) Ab Initio
10 2 (1.35%) Red Hat
10 2 (1.35%) SaltStack
10 2 (1.35%) ServiceNow
11 1 (0.68%) MicroStrategy