Period
to 17 July 2018

The following table provides summary statistics for contract job vacancies 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 17 July 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
6 months to
17 Jul 2018
Same period 2017 Same period 2016
Rank 702 655 691
Rank change year-on-year -47 +36 +50
Contract jobs citing Apache Pig 180 192 210
As % of all contract IT jobs advertised in the UK 0.17% 0.20% 0.19%
As % of the Application Platforms category 1.05% 1.19% 1.07%
Number of daily rates quoted 119 122 150
UK median daily rate £550 £500 £500
Median daily rate % change year-on-year +10.00% - -4.76%
10th Percentile £407 £400 £388
90th Percentile £715 £675 £676
UK excluding London median daily rate £500 £450 £500
% change year-on-year +11.11% -10.00% +11.11%
Number of hourly rates quoted 0 0 0
UK median hourly rate - - -
UK excluding London 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 with a requirement for application platform skills.

All Application Platform Skills
UK
Contract vacancies with a requirement for application platform skills 17,210 16,116 19,612
As % of all contract IT jobs advertised in the UK 16.60% 16.97% 17.81%
Number of daily rates quoted 11,307 10,411 12,826
UK median daily rate £450 £430 £415
Median daily rate % change year-on-year +4.65% +3.61% +6.41%
10th Percentile £263 £263 £250
90th Percentile £625 £600 £588
UK excluding London median daily rate £418 £400 £390
% change year-on-year +4.38% +2.56% +4.00%
Number of hourly rates quoted 401 396 472
UK median hourly rate £20.00 £19.50 £20.00
Median hourly rate % change year-on-year +2.56% -2.50% +5.26%
10th Percentile £12.00 £10.75 £11.25
90th Percentile £51.25 £52.50 £45.73
UK excluding London median hourly rate £19.00 £19.00 £20.39
% change year-on-year - -6.82% +10.22%

Apache Pig
Job Vacancy Trend

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

Job vacancy trend for Apache Pig in the UK

Apache Pig
Contractor Daily Rate Trend

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

Contractor daily rate trend for Apache Pig in the UK

Apache Pig
Contractor Daily Rate Histogram

The daily rate distribution of IT jobs citing Apache Pig over the 6 months to 17 July 2018.

Contractor daily rate histogram for Apache Pig in the UK

Apache Pig
Contractor Hourly Rate Trend

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

Contractor hourly rate trend for Apache Pig in the UK

Apache Pig
Top 13 Contract Locations

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 UK over the 6 months to 17 July 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
England -49 171 £550 +10.00% 31
London -75 108 £563 +7.14% 17
UK excluding London -14 70 £500 +11.11% 17
North of England -5 19 £531 +28.79% 2
South East -29 15 £475 +5.56% 6
Yorkshire -1 12 £463 -2.63%
South West -2 11 £474 +11.80% 3
East Midlands +9 10 £675 +25.58%
Midlands -2 10 £675 +25.58%
East of England +6 8 £600 +14.29% 3
North West -17 7 £625 +78.57% 2
Scotland -41 6 £500 - 2
Wales - 1 £450 - 1

For the 6 months to 17 July 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 with a requirement for Apache Pig.

1 172 (95.56%) Hadoop
2 171 (95.00%) Apache Hive
3 151 (83.89%) Big Data
4 144 (80.00%) Apache Spark
5 102 (56.67%) Python
6 89 (49.44%) Java
7 80 (44.44%) Agile Software Development
8 79 (43.89%) Scala
9 76 (42.22%) HBase
10 70 (38.89%) NoSQL
10 70 (38.89%) Kafka
11 61 (33.89%) SQL
12 60 (33.33%) MongoDB
12 60 (33.33%) MapReduce
12 60 (33.33%) Apache Flume
13 54 (30.00%) Analytics
13 54 (30.00%) Amazon AWS
14 52 (28.89%) Open Source
15 49 (27.22%) Oozie
16 48 (26.67%) Data Warehouse
16 48 (26.67%) ETL
17 47 (26.11%) Machine Learning
17 47 (26.11%) HDFS
18 46 (25.56%) Finance
19 45 (25.00%) Data Science
20 43 (23.89%) Docker
21 42 (23.33%) Apache
22 40 (22.22%) Apache Cassandra
23 38 (21.11%) Microsoft Azure
24 37 (20.56%) Git (software)

Apache Pig
Co-occurring IT Skills 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
1 144 (80.00%) Apache Spark
2 42 (23.33%) Apache
3 25 (13.89%) Elasticsearch
4 8 (4.44%) SAS
5 6 (3.33%) Apache Solr
6 5 (2.78%) nginx
7 4 (2.22%) Tomcat
8 3 (1.67%) Jupyter
9 2 (1.11%) Adobe Experience Manager
9 2 (1.11%) Cloud Foundry
9 2 (1.11%) CMS
Applications
1 4 (2.22%) Chatbot
2 3 (1.67%) SPSS
3 1 (0.56%) Microsoft Excel
3 1 (0.56%) Microsoft Office
3 1 (0.56%) Microsoft PowerPoint
3 1 (0.56%) MS Visio
3 1 (0.56%) Shockwave
Cloud Services
1 54 (30.00%) Amazon AWS
2 38 (21.11%) Microsoft Azure
3 15 (8.33%) Amazon EMR
4 14 (7.78%) Google Analytics
5 12 (6.67%) Amazon Kinesis
5 12 (6.67%) Amazon S3
5 12 (6.67%) AWS Lambda
5 12 (6.67%) Serverless
6 11 (6.11%) Amazon EC2
7 10 (5.56%) Azure Data Factory
8 7 (3.89%) AWS CloudFormation
9 5 (2.78%) GitHub
10 4 (2.22%) Cloud Computing
10 4 (2.22%) Google Cloud Platform
10 4 (2.22%) Virtual Private Cloud
11 3 (1.67%) CloudFront
11 3 (1.67%) Cortana Intelligence Suite
11 3 (1.67%) IaaS
11 3 (1.67%) PaaS
11 3 (1.67%) SaaS
Communications & Networking
1 7 (3.89%) VPN
2 6 (3.33%) DNS
2 6 (3.33%) ICMP
2 6 (3.33%) TCP/IP
3 5 (2.78%) Kerberos
4 4 (2.22%) FTP
5 3 (1.67%) Firewall
6 2 (1.11%) Network Security
7 1 (0.56%) HTTP
7 1 (0.56%) Internet
7 1 (0.56%) VLAN
Database & Business Intelligence
1 172 (95.56%) Hadoop
2 171 (95.00%) Apache Hive
3 151 (83.89%) Big Data
4 76 (42.22%) HBase
5 70 (38.89%) NoSQL
6 60 (33.33%) MongoDB
7 48 (26.67%) Data Warehouse
8 40 (22.22%) Apache Cassandra
9 35 (19.44%) PostgreSQL
10 28 (15.56%) Amazon Redshift
11 26 (14.44%) SQL Server
11 26 (14.44%) Sqoop
12 24 (13.33%) Relational Database
13 22 (12.22%) Impala
13 22 (12.22%) MySQL
14 20 (11.11%) Flink
15 18 (10.00%) Data Lake
16 12 (6.67%) Redis
17 11 (6.11%) Neo4j
18 10 (5.56%) Mahout
Development Applications
1 37 (20.56%) Git (software)
2 25 (13.89%) Jenkins
3 9 (5.00%) Subversion
4 8 (4.44%) TeamCity
4 8 (4.44%) Vagrant
4 8 (4.44%) Visual Studio
5 6 (3.33%) Artifactory
5 6 (3.33%) SonarQube
6 5 (2.78%) Atlassian Bamboo
6 5 (2.78%) Maven
6 5 (2.78%) Visual Studio Team System
7 4 (2.22%) Gatling
7 4 (2.22%) Hudson
7 4 (2.22%) JUnit
7 4 (2.22%) Team Foundation Server
8 2 (1.11%) Cucumber
8 2 (1.11%) JIRA
9 1 (0.56%) Sonatype Nexus
General
1 46 (25.56%) Finance
2 26 (14.44%) Banking
3 12 (6.67%) Retail
4 8 (4.44%) Investment Banking
5 5 (2.78%) Games
5 5 (2.78%) Marketing
5 5 (2.78%) Retail Banking
6 4 (2.22%) Private Banking
7 2 (1.11%) Cantonese Language
7 2 (1.11%) French Language
7 2 (1.11%) German Language
7 2 (1.11%) Italian Language
7 2 (1.11%) Japanese Language
7 2 (1.11%) Mandarin Language
7 2 (1.11%) Russian Language
7 2 (1.11%) Spanish Language
8 1 (0.56%) Advertising
8 1 (0.56%) Hindi Language
8 1 (0.56%) Publishing
8 1 (0.56%) Telecoms
Job Titles
1 49 (27.22%) Developer
2 39 (21.67%) Data Engineer
3 34 (18.89%) Architect
4 30 (16.67%) Big Data Developer
5 29 (16.11%) Data Architect
6 25 (13.89%) Data Scientist
7 19 (10.56%) Big Data Architect
7 19 (10.56%) Big Data Engineer
8 14 (7.78%) Python Engineer
9 13 (7.22%) AWS Engineer
10 12 (6.67%) Hadoop Developer
11 11 (6.11%) Apache Spark Developer
11 11 (6.11%) AWS Architect
12 10 (5.56%) Cloud Architect
12 10 (5.56%) Senior Data Engineer
13 9 (5.00%) Consultant
13 9 (5.00%) Data Consultant
14 6 (3.33%) DevOps Engineer
14 6 (3.33%) Platform Engineer
15 5 (2.78%) Scala Developer
Libraries, Frameworks & Software Standards
1 70 (38.89%) Kafka
2 17 (9.44%) TensorFlow
3 13 (7.22%) Spark Streaming
4 11 (6.11%) MXNet
4 11 (6.11%) Theano
5 10 (5.56%) Spring
6 9 (5.00%) Natural Language Processing
6 9 (5.00%) scikit-learn
6 9 (5.00%) Web Services
7 8 (4.44%) PySpark
7 8 (4.44%) RabbitMQ
8 7 (3.89%) .NET
8 7 (3.89%) Apache Avro
8 7 (3.89%) Deeplearning4j
8 7 (3.89%) Elastic Stack
8 7 (3.89%) J2EE
8 7 (3.89%) Samza
9 6 (3.33%) AngularJS
9 6 (3.33%) Keras
9 6 (3.33%) Pandas
Miscellaneous
1 30 (16.67%) Algorithms
2 24 (13.33%) Analytical Skills
3 21 (11.67%) Data Structures
4 19 (10.56%) Computer Science
5 15 (8.33%) Greenfield Project
6 11 (6.11%) Fintech
7 8 (4.44%) Public Cloud
8 7 (3.89%) Replication
9 3 (1.67%) Management Information System
9 3 (1.67%) Self-Motivation
9 3 (1.67%) Virtual Team
10 1 (0.56%) FMCG
10 1 (0.56%) Hybrid Cloud
10 1 (0.56%) Linux Command Line
10 1 (0.56%) MPEG
10 1 (0.56%) Social Media
10 1 (0.56%) Taxonomies
10 1 (0.56%) User Experience
Operating Systems
1 23 (12.78%) Linux
2 10 (5.56%) Unix
3 2 (1.11%) CentOS
4 1 (0.56%) Android
4 1 (0.56%) Apple iOS
4 1 (0.56%) Red Hat Enterprise Linux
4 1 (0.56%) VMS
4 1 (0.56%) Windows
Processes & Methodologies
1 80 (44.44%) Agile Software Development
2 60 (33.33%) MapReduce
3 54 (30.00%) Analytics
4 52 (28.89%) Open Source
5 48 (26.67%) ETL
6 47 (26.11%) Machine Learning
7 45 (25.00%) Data Science
8 35 (19.44%) DevOps
9 33 (18.33%) Data Modelling
10 31 (17.22%) Scrum
11 26 (14.44%) Data Architecture
12 24 (13.33%) Data Ingestion
13 22 (12.22%) Data Integration
13 22 (12.22%) E-Commerce
14 21 (11.67%) Business Intelligence
14 21 (11.67%) Data Engineering
15 19 (10.56%) Configuration Management
15 19 (10.56%) Continuous Delivery
15 19 (10.56%) Visualisation
16 17 (9.44%) Mathematics
Programming Languages
1 102 (56.67%) Python
2 89 (49.44%) Java
3 79 (43.89%) Scala
4 61 (33.89%) SQL
5 35 (19.44%) R
6 23 (12.78%) Ruby
7 16 (8.89%) JavaScript
8 14 (7.78%) PL/SQL
9 12 (6.67%) Java 8
10 10 (5.56%) Perl
11 9 (5.00%) C#
12 8 (4.44%) Shell Script
13 7 (3.89%) Go
14 6 (3.33%) C
14 6 (3.33%) C++
15 5 (2.78%) PHP
16 4 (2.22%) F#
16 4 (2.22%) T-SQL
17 2 (1.11%) Bash Shell
18 1 (0.56%) XPath
Qualifications
1 17 (9.44%) Degree
2 8 (4.44%) Security Cleared
3 7 (3.89%) SC Cleared
4 4 (2.22%) Master's Degree
4 4 (2.22%) Numerate Degree
5 3 (1.67%) AWS Certification
5 3 (1.67%) Computer Science Degree
6 1 (0.56%) DV Cleared
6 1 (0.56%) PhD
Quality Assurance & Compliance
1 12 (6.67%) Data Quality
2 4 (2.22%) GDPR
3 1 (0.56%) QA
System Software
1 60 (33.33%) Apache Flume
2 47 (26.11%) HDFS
3 43 (23.89%) Docker
4 15 (8.33%) Apache ZooKeeper
Systems Management
1 49 (27.22%) Oozie
2 31 (17.22%) Hadoop YARN
3 30 (16.67%) Ansible
4 16 (8.89%) Terraform
5 15 (8.33%) Puppet
6 13 (7.22%) Ambari
6 13 (7.22%) Consul
6 13 (7.22%) Kubernetes
7 11 (6.11%) Opscode Chef
8 7 (3.89%) Packer
9 6 (3.33%) Host Intrusion Detection System
9 6 (3.33%) Network Intrusion Detection System
9 6 (3.33%) Prometheus
9 6 (3.33%) Sysdig
10 5 (2.78%) HAProxy
11 4 (2.22%) Docker Swarm
11 4 (2.22%) Salt
12 3 (1.67%) Kibana
13 2 (1.11%) FreeIPA
14 1 (0.56%) Mesos
Vendors
1 25 (13.89%) Cloudera
2 24 (13.33%) Hortonworks
3 22 (12.22%) Google
3 22 (12.22%) Oracle
4 21 (11.67%) Microsoft
5 13 (7.22%) MapR
5 13 (7.22%) Talend
6 11 (6.11%) Salesforce.com
7 8 (4.44%) Alteryx
7 8 (4.44%) Tableau
8 6 (3.33%) SAP
9 4 (2.22%) Informatica
9 4 (2.22%) RapidMiner
10 3 (1.67%) Databricks
10 3 (1.67%) Teradata
10 3 (1.67%) Vertica
11 2 (1.11%) Adobe
12 1 (0.56%) Capita
12 1 (0.56%) Netezza
12 1 (0.56%) Splunk