Period
to 21 August 2018

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 21 August 2018 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
21 Aug 2018
Same period 2017 Same period 2016
Rank 709 649 677
Rank change year-on-year -60 +28 +36
Contract jobs citing Apache Pig 131 185 196
As % of all contract IT jobs advertised in England 0.14% 0.21% 0.20%
As % of the Application Platforms category 0.83% 1.24% 1.06%
Number of daily rates quoted 80 112 136
England median daily rate £550 £500 £500
Median daily rate % change year-on-year +10.00% - -9.09%
10th Percentile £408 £408 £381
90th Percentile £713 £675 £681
UK median daily rate £550 £500 £500
% change year-on-year +10.00% - -4.76%
Number of hourly rates quoted 0 0 0
England median hourly rate - - -
UK median hourly rate - - -

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 15,707 14,959 18,505
As % of all contract IT jobs advertised in England 16.85% 16.93% 18.44%
Number of daily rates quoted 10,349 9,714 12,331
England median daily rate £450 £450 £425
Median daily rate % change year-on-year - +5.88% +6.92%
10th Percentile £275 £263 £258
90th Percentile £625 £606 £588
UK median daily rate £450 £438 £420
% change year-on-year +2.86% +4.17% +7.69%
Number of hourly rates quoted 374 381 444
England median hourly rate £20.75 £20.00 £20.00
Median hourly rate % change year-on-year +3.75% - +1.27%
10th Percentile £12.50 £11.25 £11.25
90th Percentile £53.28 £50.00 £45.00
UK median hourly rate £20.50 £19.63 £20.39
% change year-on-year +4.46% -3.75% +1.95%

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 21 August 2018.

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 21 August 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -47 88 £563 +7.14% 10
North of England -7 15 £550 - 4
East Midlands -1 8 £675 -
Midlands -8 8 £675 - 1
Yorkshire - 8 £500 - 1
North West -14 7 £625 - 2
South West -24 7 £445 +4.71% 1
South East -38 7 £488 +8.33% 2
East of England -16 5 £613 +20.99% 2
Apache Pig
UK

For the 6 months to 21 August 2018, IT contractor jobs citing Apache Pig also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the England region with a requirement for Apache Pig.

1 124 (94.66%) Apache Hive
2 122 (93.13%) Hadoop
3 112 (85.50%) Big Data
4 108 (82.44%) Apache Spark
5 75 (57.25%) Python
6 64 (48.85%) Java
7 57 (43.51%) Kafka
8 56 (42.75%) HBase
8 56 (42.75%) Agile Software Development
9 55 (41.98%) Scala
10 52 (39.69%) NoSQL
11 44 (33.59%) Amazon AWS
12 40 (30.53%) MongoDB
13 39 (29.77%) MapReduce
14 36 (27.48%) ETL
14 36 (27.48%) Oozie
15 35 (26.72%) HDFS
15 35 (26.72%) SQL
16 34 (25.95%) Apache Flume
17 32 (24.43%) Open Source
17 32 (24.43%) Data Warehouse
18 30 (22.90%) Docker
18 30 (22.90%) Data Science
19 29 (22.14%) Microsoft Azure
19 29 (22.14%) Apache Cassandra
20 28 (21.37%) Finance
21 27 (20.61%) Scrum
21 27 (20.61%) Data Modelling
21 27 (20.61%) Analytics
22 25 (19.08%) 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
1 108 (82.44%) Apache Spark
2 22 (16.79%) Apache
3 19 (14.50%) Elasticsearch
4 7 (5.34%) Apache Solr
5 4 (3.05%) nginx
6 2 (1.53%) Adobe Experience Manager
6 2 (1.53%) Cloud Foundry
6 2 (1.53%) CMS
6 2 (1.53%) SAS
Applications
1 4 (3.05%) Chatbot
2 1 (0.76%) Microsoft Excel
2 1 (0.76%) Microsoft Office
2 1 (0.76%) Microsoft PowerPoint
2 1 (0.76%) MS Visio
2 1 (0.76%) Shockwave
2 1 (0.76%) SPSS
Cloud Services
1 44 (33.59%) Amazon AWS
2 29 (22.14%) Microsoft Azure
3 13 (9.92%) Amazon EMR
4 10 (7.63%) Azure Data Factory
5 9 (6.87%) Amazon EC2
5 9 (6.87%) Amazon Kinesis
5 9 (6.87%) Amazon S3
5 9 (6.87%) AWS Lambda
5 9 (6.87%) Google Analytics
5 9 (6.87%) Serverless
6 6 (4.58%) AWS CloudFormation
7 5 (3.82%) GitHub
7 5 (3.82%) Virtual Private Cloud
8 4 (3.05%) Cloud Computing
8 4 (3.05%) Google Cloud Platform
8 4 (3.05%) PaaS
9 3 (2.29%) Cortana Intelligence Suite
9 3 (2.29%) IaaS
9 3 (2.29%) SaaS
10 1 (0.76%) CloudFront
Communications & Networking
1 6 (4.58%) VPN
2 5 (3.82%) DNS
2 5 (3.82%) ICMP
2 5 (3.82%) Kerberos
2 5 (3.82%) TCP/IP
3 3 (2.29%) Firewall
4 2 (1.53%) Network Security
5 1 (0.76%) HTTP
5 1 (0.76%) Internet
5 1 (0.76%) VLAN
Database & Business Intelligence
1 124 (94.66%) Apache Hive
2 122 (93.13%) Hadoop
3 112 (85.50%) Big Data
4 56 (42.75%) HBase
5 52 (39.69%) NoSQL
6 40 (30.53%) MongoDB
7 32 (24.43%) Data Warehouse
8 29 (22.14%) Apache Cassandra
9 23 (17.56%) PostgreSQL
10 22 (16.79%) Impala
11 21 (16.03%) Amazon Redshift
12 18 (13.74%) Relational Database
13 16 (12.21%) Flink
14 15 (11.45%) MySQL
14 15 (11.45%) SQL Server
15 14 (10.69%) Sqoop
16 12 (9.16%) Data Lake
17 8 (6.11%) Neo4j
18 7 (5.34%) HDInsight
18 7 (5.34%) Redis
Development Applications
1 23 (17.56%) Git (software)
2 17 (12.98%) Jenkins
3 6 (4.58%) Subversion
4 5 (3.82%) Artifactory
4 5 (3.82%) Atlassian Bamboo
4 5 (3.82%) Hudson
4 5 (3.82%) SonarQube
4 5 (3.82%) Team Foundation Server
5 4 (3.05%) Gatling
5 4 (3.05%) TeamCity
5 4 (3.05%) Vagrant
5 4 (3.05%) Visual Studio
6 2 (1.53%) Cucumber
6 2 (1.53%) JIRA
7 1 (0.76%) JUnit
7 1 (0.76%) Sonatype Nexus
7 1 (0.76%) Visual Studio Team System
General
1 28 (21.37%) Finance
2 17 (12.98%) Banking
3 6 (4.58%) Games
3 6 (4.58%) Retail
4 5 (3.82%) Investment Banking
5 4 (3.05%) Retail Banking
6 2 (1.53%) Cantonese Language
6 2 (1.53%) French Language
6 2 (1.53%) German Language
6 2 (1.53%) Italian Language
6 2 (1.53%) Japanese Language
6 2 (1.53%) Mandarin Language
6 2 (1.53%) Russian Language
6 2 (1.53%) Spanish Language
7 1 (0.76%) Hindi Language
7 1 (0.76%) Legal
7 1 (0.76%) Pharmaceutical
7 1 (0.76%) Private Banking
7 1 (0.76%) Publishing
7 1 (0.76%) Telecoms
Job Titles
1 41 (31.30%) Developer
2 29 (22.14%) Data Engineer
3 25 (19.08%) Architect
3 25 (19.08%) Big Data Developer
4 20 (15.27%) Data Architect
5 18 (13.74%) Big Data Architect
6 17 (12.98%) Data Scientist
7 14 (10.69%) Big Data Engineer
8 13 (9.92%) Apache Spark Developer
9 11 (8.40%) AWS Engineer
9 11 (8.40%) Python Engineer
10 10 (7.63%) Hadoop Developer
11 9 (6.87%) Senior Data Engineer
12 8 (6.11%) AWS Architect
13 7 (5.34%) Platform Engineer
14 6 (4.58%) Senior Big Data Developer
14 6 (4.58%) Senior Developer
15 5 (3.82%) AWS Developer
15 5 (3.82%) Python Developer
15 5 (3.82%) Scala Developer
Libraries, Frameworks & Software Standards
1 57 (43.51%) Kafka
2 15 (11.45%) Spark Streaming
3 9 (6.87%) Natural Language Processing
4 7 (5.34%) Apache Avro
4 7 (5.34%) Deeplearning4j
4 7 (5.34%) MXNet
4 7 (5.34%) TensorFlow
4 7 (5.34%) Theano
5 6 (4.58%) .NET
5 6 (4.58%) AngularJS
5 6 (4.58%) Elastic Stack
5 6 (4.58%) RabbitMQ
5 6 (4.58%) Samza
6 5 (3.82%) Node.js
6 5 (3.82%) PySpark
6 5 (3.82%) React
6 5 (3.82%) Spring
7 4 (3.05%) Anaconda
7 4 (3.05%) Dask
7 4 (3.05%) JSON
Miscellaneous
1 20 (15.27%) Algorithms
2 18 (13.74%) Analytical Skills
2 18 (13.74%) Data Structures
3 11 (8.40%) Computer Science
4 9 (6.87%) Fintech
4 9 (6.87%) Greenfield Project
5 7 (5.34%) Public Cloud
6 4 (3.05%) Replication
6 4 (3.05%) Self-Motivation
7 3 (2.29%) Virtual Team
8 2 (1.53%) Management Information System
9 1 (0.76%) FMCG
9 1 (0.76%) Hybrid Cloud
9 1 (0.76%) Linux Command Line
9 1 (0.76%) MPEG
9 1 (0.76%) Taxonomies
Operating Systems
1 18 (13.74%) Linux
2 10 (7.63%) Unix
3 2 (1.53%) Windows
4 1 (0.76%) Android
4 1 (0.76%) Apple iOS
4 1 (0.76%) CentOS
4 1 (0.76%) DC/OS
4 1 (0.76%) Red Hat Enterprise Linux
4 1 (0.76%) VMS
Processes & Methodologies
1 56 (42.75%) Agile Software Development
2 39 (29.77%) MapReduce
3 36 (27.48%) ETL
4 32 (24.43%) Open Source
5 30 (22.90%) Data Science
6 27 (20.61%) Analytics
6 27 (20.61%) Data Modelling
6 27 (20.61%) Scrum
7 25 (19.08%) Machine Learning
8 24 (18.32%) DevOps
9 18 (13.74%) Configuration Management
10 17 (12.98%) E-Commerce
11 16 (12.21%) Business Intelligence
11 16 (12.21%) Data Ingestion
11 16 (12.21%) Data Integration
12 14 (10.69%) Mathematics
12 14 (10.69%) Problem-Solving
13 13 (9.92%) Data Architecture
14 12 (9.16%) Continuous Delivery
15 11 (8.40%) Data Engineering
Programming Languages
1 75 (57.25%) Python
2 64 (48.85%) Java
3 55 (41.98%) Scala
4 35 (26.72%) SQL
5 24 (18.32%) R
6 21 (16.03%) Ruby
7 10 (7.63%) Perl
8 9 (6.87%) JavaScript
9 7 (5.34%) C++
10 6 (4.58%) Go
10 6 (4.58%) Java 8
11 5 (3.82%) C#
11 5 (3.82%) PL/SQL
12 3 (2.29%) PHP
13 2 (1.53%) C
14 1 (0.76%) Bash Shell
14 1 (0.76%) Clojure
14 1 (0.76%) F#
14 1 (0.76%) Haskell
14 1 (0.76%) XPath
Qualifications
1 7 (5.34%) Degree
1 7 (5.34%) Security Cleared
2 6 (4.58%) SC Cleared
3 4 (3.05%) AWS Certification
4 2 (1.53%) Computer Science Degree
4 2 (1.53%) Numerate Degree
5 1 (0.76%) CISMP
5 1 (0.76%) CISSP
5 1 (0.76%) DV Cleared
5 1 (0.76%) PhD
Quality Assurance & Compliance
1 11 (8.40%) Data Quality
System Software
1 35 (26.72%) HDFS
2 34 (25.95%) Apache Flume
3 30 (22.90%) Docker
4 14 (10.69%) Apache ZooKeeper
Systems Management
1 36 (27.48%) Oozie
2 24 (18.32%) Ansible
2 24 (18.32%) Hadoop YARN
3 16 (12.21%) Kubernetes
4 15 (11.45%) Puppet
5 14 (10.69%) Terraform
6 11 (8.40%) Consul
6 11 (8.40%) Opscode Chef
7 8 (6.11%) Ambari
8 6 (4.58%) Packer
9 5 (3.82%) Docker Swarm
9 5 (3.82%) Host Intrusion Detection System
9 5 (3.82%) Network Intrusion Detection System
9 5 (3.82%) Prometheus
9 5 (3.82%) Salt
9 5 (3.82%) Sysdig
10 4 (3.05%) HAProxy
11 3 (2.29%) Kibana
12 2 (1.53%) FreeIPA
12 2 (1.53%) Mesos
Vendors
1 17 (12.98%) Google
1 17 (12.98%) Hortonworks
2 16 (12.21%) Cloudera
3 11 (8.40%) Oracle
4 9 (6.87%) Microsoft
4 9 (6.87%) Salesforce.com
5 6 (4.58%) MapR
6 5 (3.82%) Tableau
7 4 (3.05%) Alteryx
7 4 (3.05%) RapidMiner
7 4 (3.05%) Talend
8 3 (2.29%) Databricks
9 2 (1.53%) Adobe
9 2 (1.53%) SaltStack
9 2 (1.53%) SAP
10 1 (0.76%) Capita
10 1 (0.76%) Informatica
10 1 (0.76%) Red Hat
10 1 (0.76%) Teradata
10 1 (0.76%) Vertica