Period
to 16 October 2018

The following table provides summary statistics for contract job vacancies advertised in London 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 16 October 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
England > London
6 months to
16 Oct 2018
Same period 2017 Same period 2016
Rank 554 521 520
Rank change year-on-year -33 -1 0
Contract jobs citing Apache Pig 75 96 106
As % of all contract IT jobs advertised in London 0.16% 0.21% 0.24%
As % of the Application Platforms category 0.94% 1.24% 1.21%
Number of daily rates quoted 44 61 87
London median daily rate £575 £550 £525
Median daily rate % change year-on-year +4.55% +4.76% -
10th Percentile £475 £463 £414
90th Percentile £688 £738 £685
England median daily rate £550 £544 £525
% change year-on-year +1.15% +3.57% +5.00%
Number of hourly rates quoted 2 0 0
London median hourly rate £45.00 - -
England median hourly rate £45.00 £45.00 -

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 London with a requirement for application platform skills.

All Application Platform Skills
London
Contract vacancies with a requirement for application platform skills 7,947 7,733 8,738
As % of all contract IT jobs advertised in London 17.21% 17.21% 19.67%
Number of daily rates quoted 5,610 5,478 6,109
London median daily rate £500 £488 £450
Median daily rate % change year-on-year +2.56% +8.33% +5.88%
10th Percentile £300 £300 £275
90th Percentile £669 £638 £619
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +6.25%
Number of hourly rates quoted 103 99 112
London median hourly rate £21.50 £20.00 £17.30
Median hourly rate % change year-on-year +7.50% +15.61% -13.50%
10th Percentile £13.00 £12.00 £11.25
90th Percentile £55.50 £47.83 £48.29
England median hourly rate £21.75 £20.22 £20.00
% change year-on-year +7.58% +1.09% +5.26%

Apache Pig
Job Vacancy Trend in London

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

Job vacancy trend for Apache Pig in London

Apache Pig
Contractor Daily Rate Trend in London

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

Contractor daily rate trend for Apache Pig in London

Apache Pig
Contractor Daily Rate Histogram in London

The daily rate distribution of IT jobs citing Apache Pig in London over the 6 months to 16 October 2018.

Contractor daily rate histogram for Apache Pig in London

Apache Pig
Contract Job Locations in London

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 London region over the 6 months to 16 October 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
Central London -34 16 £625 -9.09% 4
East London -26 4 £575 -4.17%
West London -18 2 - - 1
South London - 2 £569 -
North London - 1 £625 -
Apache Pig
England

For the 6 months to 16 October 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 London region with a requirement for Apache Pig.

1 71 (94.67%) Apache Hive
1 71 (94.67%) Big Data
2 67 (89.33%) Hadoop
3 61 (81.33%) Apache Spark
4 41 (54.67%) HBase
5 39 (52.00%) NoSQL
6 38 (50.67%) Python
7 36 (48.00%) Kafka
8 32 (42.67%) HDFS
8 32 (42.67%) Scala
9 30 (40.00%) Java
9 30 (40.00%) Agile Software Development
10 29 (38.67%) Data Modelling
11 26 (34.67%) MongoDB
11 26 (34.67%) Amazon AWS
11 26 (34.67%) Apache Flume
11 26 (34.67%) MapReduce
12 25 (33.33%) Apache Cassandra
12 25 (33.33%) ETL
13 23 (30.67%) Finance
14 22 (29.33%) Impala
15 20 (26.67%) Hortonworks
16 19 (25.33%) Microsoft Azure
17 18 (24.00%) Relational Database
17 18 (24.00%) Cloudera
17 18 (24.00%) Data Warehouse
17 18 (24.00%) Business Intelligence
17 18 (24.00%) Apache
18 17 (22.67%) Data Integration
18 17 (22.67%) Spark Streaming

Apache Pig
Co-occurring IT Skills in London 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 61 (81.33%) Apache Spark
2 18 (24.00%) Apache
3 8 (10.67%) Elasticsearch
4 5 (6.67%) Apache Solr
5 1 (1.33%) Cloud Foundry
5 1 (1.33%) nginx
Applications
1 2 (2.67%) GNU Octave
2 1 (1.33%) Microsoft Excel
2 1 (1.33%) Microsoft Office
2 1 (1.33%) Microsoft PowerPoint
2 1 (1.33%) MS Visio
2 1 (1.33%) Shockwave
Business Applications
1 3 (4.00%) SAP MM
1 3 (4.00%) SAP Oil and Gas
1 3 (4.00%) SAP R/3
Cloud Services
1 26 (34.67%) Amazon AWS
2 19 (25.33%) Microsoft Azure
3 9 (12.00%) Amazon EMR
4 6 (8.00%) Amazon Kinesis
4 6 (8.00%) AWS Lambda
4 6 (8.00%) Serverless
5 5 (6.67%) GitHub
6 4 (5.33%) Azure Data Factory
6 4 (5.33%) Google Cloud Platform
7 3 (4.00%) Amazon S3
8 2 (2.67%) Amazon EC2
8 2 (2.67%) Google Analytics
8 2 (2.67%) PaaS
9 1 (1.33%) Cloud Computing
9 1 (1.33%) IaaS
9 1 (1.33%) SaaS
Communications & Networking
1 2 (2.67%) Firewall
1 2 (2.67%) Kerberos
1 2 (2.67%) TCP/IP
1 2 (2.67%) VPN
2 1 (1.33%) DNS
2 1 (1.33%) HTTP
2 1 (1.33%) ICMP
2 1 (1.33%) SSL
2 1 (1.33%) VLAN
Database & Business Intelligence
1 71 (94.67%) Apache Hive
1 71 (94.67%) Big Data
2 67 (89.33%) Hadoop
3 41 (54.67%) HBase
4 39 (52.00%) NoSQL
5 26 (34.67%) MongoDB
6 25 (33.33%) Apache Cassandra
7 22 (29.33%) Impala
8 18 (24.00%) Data Warehouse
8 18 (24.00%) Relational Database
9 16 (21.33%) SQL Server
10 13 (17.33%) Amazon Redshift
11 12 (16.00%) MySQL
11 12 (16.00%) PostgreSQL
12 9 (12.00%) OLTP
13 8 (10.67%) Data Lake
14 7 (9.33%) Enterprise Data Warehouse
14 7 (9.33%) Flink
14 7 (9.33%) Sqoop
15 6 (8.00%) HDInsight
Development Applications
1 11 (14.67%) Git (software)
2 9 (12.00%) Jenkins
3 5 (6.67%) Visual Studio
3 5 (6.67%) Visual Studio Team System
4 4 (5.33%) Gatling
4 4 (5.33%) TeamCity
5 3 (4.00%) LSMW
6 2 (2.67%) JIRA
7 1 (1.33%) Artifactory
7 1 (1.33%) Atlassian Bamboo
7 1 (1.33%) Bitbucket
7 1 (1.33%) CodeSonar
7 1 (1.33%) git-flow
7 1 (1.33%) JUnit
7 1 (1.33%) Robot Framework
7 1 (1.33%) Selenium
7 1 (1.33%) SonarQube
General
1 23 (30.67%) Finance
2 10 (13.33%) Banking
3 7 (9.33%) Games
4 4 (5.33%) Retail Banking
5 3 (4.00%) Investment Banking
5 3 (4.00%) Manufacturing
5 3 (4.00%) Marketing
6 2 (2.67%) Legal
6 2 (2.67%) Retail
7 1 (1.33%) Publishing
Job Titles
1 22 (29.33%) Architect
1 22 (29.33%) Data Engineer
2 20 (26.67%) Data Architect
2 20 (26.67%) Developer
3 19 (25.33%) Big Data Architect
4 16 (21.33%) Big Data Developer
5 8 (10.67%) Big Data Engineer
6 6 (8.00%) AWS Architect
6 6 (8.00%) AWS Engineer
6 6 (8.00%) Data Scientist
6 6 (8.00%) Hadoop Developer
6 6 (8.00%) Python Engineer
7 5 (6.67%) Apache Spark Developer
7 5 (6.67%) AWS Developer
7 5 (6.67%) Senior Big Data Developer
7 5 (6.67%) Senior Data Engineer
7 5 (6.67%) Senior Developer
8 4 (5.33%) Solutions Architect
9 3 (4.00%) Azure Engineer
9 3 (4.00%) Hadoop Architect
Libraries, Frameworks & Software Standards
1 36 (48.00%) Kafka
2 17 (22.67%) Spark Streaming
3 11 (14.67%) RabbitMQ
4 6 (8.00%) NumPy
4 6 (8.00%) Pandas
5 5 (6.67%) .NET
5 5 (6.67%) Anaconda
5 5 (6.67%) Apache Avro
6 4 (5.33%) Dask
6 4 (5.33%) REST
7 3 (4.00%) Caffe
7 3 (4.00%) CNTK
7 3 (4.00%) CSS
7 3 (4.00%) HTML
7 3 (4.00%) MXNet
7 3 (4.00%) SAPUI5
7 3 (4.00%) scikit-learn
7 3 (4.00%) TensorFlow
7 3 (4.00%) Theano
8 2 (2.67%) ASP.NET
Miscellaneous
1 10 (13.33%) Analytical Skills
1 10 (13.33%) Data Structures
2 7 (9.33%) Greenfield Project
3 6 (8.00%) Algorithms
3 6 (8.00%) Computer Science
4 2 (2.67%) Fintech
4 2 (2.67%) Public Cloud
5 1 (1.33%) FMCG
5 1 (1.33%) Hybrid Cloud
5 1 (1.33%) Management Information System
5 1 (1.33%) RIA
5 1 (1.33%) Virtual Team
Operating Systems
1 6 (8.00%) Linux
2 5 (6.67%) Unix
3 2 (2.67%) Android
3 2 (2.67%) Apple iOS
3 2 (2.67%) Windows
4 1 (1.33%) DC/OS
4 1 (1.33%) Mac OS X
4 1 (1.33%) VMS
Processes & Methodologies
1 30 (40.00%) Agile Software Development
2 29 (38.67%) Data Modelling
3 26 (34.67%) MapReduce
4 25 (33.33%) ETL
5 18 (24.00%) Business Intelligence
6 17 (22.67%) Data Integration
7 16 (21.33%) Data Science
7 16 (21.33%) Scrum
8 13 (17.33%) Machine Learning
9 12 (16.00%) E-Commerce
10 11 (14.67%) Analytics
10 11 (14.67%) Open Source
11 9 (12.00%) Dimensional Modelling
12 8 (10.67%) Data Ingestion
13 7 (9.33%) DevOps
14 6 (8.00%) Data Architecture
14 6 (8.00%) Data Governance
14 6 (8.00%) Mathematics
15 5 (6.67%) Configuration Management
15 5 (6.67%) Performance Tuning
Programming Languages
1 38 (50.67%) Python
2 32 (42.67%) Scala
3 30 (40.00%) Java
4 15 (20.00%) SQL
5 10 (13.33%) R
6 7 (9.33%) C++
7 6 (8.00%) Ruby
8 5 (6.67%) C#
9 4 (5.33%) JavaScript
9 4 (5.33%) Perl
10 2 (2.67%) C
10 2 (2.67%) PL/SQL
11 1 (1.33%) Bash Shell
11 1 (1.33%) Clojure
11 1 (1.33%) Go
11 1 (1.33%) Haskell
11 1 (1.33%) Objective-C
11 1 (1.33%) PHP
11 1 (1.33%) PowerShell
11 1 (1.33%) TypeScript
Qualifications
1 4 (5.33%) Degree
2 3 (4.00%) PhD
3 2 (2.67%) CISSP
3 2 (2.67%) Computer Science Degree
3 2 (2.67%) Security Cleared
4 1 (1.33%) CCNA
4 1 (1.33%) Cisco Certification
4 1 (1.33%) CISMP
4 1 (1.33%) CompTIA Security+
4 1 (1.33%) DV Cleared
4 1 (1.33%) GIAC
4 1 (1.33%) Linux+ Certification
4 1 (1.33%) MCSE
4 1 (1.33%) Microsoft Certification
4 1 (1.33%) Network+ Certification
4 1 (1.33%) SANS
4 1 (1.33%) SC Cleared
4 1 (1.33%) SSCP
Quality Assurance & Compliance
1 6 (8.00%) Data Quality
System Software
1 32 (42.67%) HDFS
2 26 (34.67%) Apache Flume
3 13 (17.33%) Docker
4 12 (16.00%) Apache ZooKeeper
5 1 (1.33%) vSphere
Systems Management
1 13 (17.33%) Oozie
2 10 (13.33%) Hadoop YARN
3 7 (9.33%) Ansible
4 5 (6.67%) Consul
4 5 (6.67%) Kubernetes
4 5 (6.67%) Puppet
4 5 (6.67%) Terraform
5 4 (5.33%) Opscode Chef
5 4 (5.33%) Packer
6 1 (1.33%) Ambari
6 1 (1.33%) Apache Brooklyn
6 1 (1.33%) HAProxy
6 1 (1.33%) Host Intrusion Detection System
6 1 (1.33%) Kibana
6 1 (1.33%) Marathon
6 1 (1.33%) Mesos
6 1 (1.33%) Network Intrusion Detection System
6 1 (1.33%) Salt
6 1 (1.33%) SCOrch
6 1 (1.33%) Sysdig
Vendors
1 20 (26.67%) Hortonworks
2 18 (24.00%) Cloudera
3 10 (13.33%) MapR
4 9 (12.00%) Oracle
5 7 (9.33%) Microsoft
6 6 (8.00%) Google
7 4 (5.33%) SaltStack
7 4 (5.33%) SAP
7 4 (5.33%) Talend
8 3 (4.00%) Salesforce.com
9 1 (1.33%) Informatica
9 1 (1.33%) Red Hat
9 1 (1.33%) Tableau
9 1 (1.33%) Xamarin