Period
to 22 September 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 22 September 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
22 Sep 2018
Same period 2017 Same period 2016
Rank 771 688 711
Rank change year-on-year -83 +23 +32
Contract jobs citing Apache Pig 119 174 201
As % of all contract IT jobs advertised in the UK 0.12% 0.18% 0.19%
As % of the Application Platforms category 0.70% 1.05% 1.01%
Number of daily rates quoted 75 101 138
UK median daily rate £550 £525 £505
Median daily rate % change year-on-year +4.76% +3.96% -1.46%
10th Percentile £408 £411 £375
90th Percentile £708 £688 £691
UK excluding London median daily rate £510 £488 £500
% change year-on-year +4.62% -2.50% +11.11%
Number of hourly rates quoted 1 1 0
UK median hourly rate £45.00 £45.00 -
UK excluding London median hourly rate - £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 with a requirement for application platform skills.

All Application Platform Skills
UK
Contract vacancies with a requirement for application platform skills 17,064 16,564 19,944
As % of all contract IT jobs advertised in the UK 16.74% 16.78% 18.55%
Number of daily rates quoted 11,171 10,753 13,155
UK median daily rate £450 £438 £420
Median daily rate % change year-on-year +2.86% +4.17% +5.00%
10th Percentile £270 £263 £255
90th Percentile £625 £600 £588
UK excluding London median daily rate £425 £400 £390
% change year-on-year +6.25% +2.56% +4.00%
Number of hourly rates quoted 427 421 501
UK median hourly rate £21.00 £20.00 £20.00
Median hourly rate % change year-on-year +5.00% - -
10th Percentile £12.22 £11.00 £12.00
90th Percentile £51.25 £48.75 £45.00
UK excluding London median hourly rate £20.50 £20.00 £20.73
% change year-on-year +2.50% -3.52% +3.65%

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 22 September 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 22 September 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 -73 113 £550 +4.76% 19
London -55 75 £575 +4.55% 14
UK excluding London -59 43 £510 +4.62% 5
North of England -15 13 £550 -
East Midlands +16 8 £675 -
Midlands -9 8 £675 -
North West -19 7 £625 -
South West -23 7 £445 +4.71% 3
South East -26 6 £488 -7.14% 1
Yorkshire - 6 £525 -
Scotland -18 5 £500 -
East of England -21 3 £625 +28.21% 1
Wales - 1 £450 -

For the 6 months to 22 September 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.

1 112 (94.12%) Apache Hive
2 109 (91.60%) Hadoop
3 102 (85.71%) Big Data
4 96 (80.67%) Apache Spark
5 61 (51.26%) HBase
6 60 (50.42%) Agile Software Development
7 59 (49.58%) Python
8 54 (45.38%) NoSQL
9 53 (44.54%) Java
10 47 (39.50%) Kafka
11 41 (34.45%) Scala
12 40 (33.61%) Amazon AWS
13 38 (31.93%) HDFS
14 36 (30.25%) MapReduce
15 33 (27.73%) MongoDB
16 32 (26.89%) Apache Cassandra
17 31 (26.05%) ETL
18 30 (25.21%) Data Modelling
18 30 (25.21%) Microsoft Azure
19 29 (24.37%) Git (software)
19 29 (24.37%) Apache Flume
20 28 (23.53%) SQL
21 27 (22.69%) Finance
21 27 (22.69%) Oozie
22 26 (21.85%) Scrum
23 25 (21.01%) Docker
24 24 (20.17%) Impala
24 24 (20.17%) Data Science
25 23 (19.33%) Data Warehouse
26 21 (17.65%) Apache

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 96 (80.67%) Apache Spark
2 21 (17.65%) Apache
3 11 (9.24%) Elasticsearch
4 8 (6.72%) Apache Solr
5 4 (3.36%) Tomcat
6 2 (1.68%) Adobe Experience Manager
6 2 (1.68%) Cloud Foundry
6 2 (1.68%) CMS
7 1 (0.84%) nginx
Applications
1 4 (3.36%) Chatbot
2 1 (0.84%) GNU Octave
2 1 (0.84%) Microsoft Excel
2 1 (0.84%) Microsoft Office
2 1 (0.84%) Microsoft PowerPoint
2 1 (0.84%) MS Visio
2 1 (0.84%) Shockwave
Business Applications
1 3 (2.52%) SAP MM
1 3 (2.52%) SAP Oil and Gas
1 3 (2.52%) SAP R/3
Cloud Services
1 40 (33.61%) Amazon AWS
2 30 (25.21%) Microsoft Azure
3 11 (9.24%) Amazon EMR
4 10 (8.40%) Azure Data Factory
5 7 (5.88%) Amazon Kinesis
5 7 (5.88%) AWS Lambda
5 7 (5.88%) Serverless
6 5 (4.20%) AWS CloudFormation
6 5 (4.20%) GitHub
6 5 (4.20%) Virtual Private Cloud
7 4 (3.36%) Amazon S3
7 4 (3.36%) Google Cloud Platform
8 3 (2.52%) Amazon EC2
8 3 (2.52%) Cloud Computing
8 3 (2.52%) Cortana Intelligence Suite
8 3 (2.52%) Google Analytics
8 3 (2.52%) PaaS
8 3 (2.52%) SaaS
9 2 (1.68%) IaaS
Communications & Networking
1 4 (3.36%) FTP
2 3 (2.52%) Kerberos
3 2 (1.68%) Firewall
3 2 (1.68%) VPN
4 1 (0.84%) DNS
4 1 (0.84%) HTTP
4 1 (0.84%) ICMP
4 1 (0.84%) Internet
4 1 (0.84%) Network Security
4 1 (0.84%) TCP/IP
4 1 (0.84%) VLAN
Database & Business Intelligence
1 112 (94.12%) Apache Hive
2 109 (91.60%) Hadoop
3 102 (85.71%) Big Data
4 61 (51.26%) HBase
5 54 (45.38%) NoSQL
6 33 (27.73%) MongoDB
7 32 (26.89%) Apache Cassandra
8 24 (20.17%) Impala
9 23 (19.33%) Data Warehouse
10 19 (15.97%) Relational Database
11 14 (11.76%) Amazon Redshift
12 13 (10.92%) Data Lake
12 13 (10.92%) PostgreSQL
12 13 (10.92%) SQL Server
13 12 (10.08%) MySQL
14 10 (8.40%) Sqoop
15 8 (6.72%) Flink
16 7 (5.88%) HDInsight
16 7 (5.88%) OLTP
16 7 (5.88%) Parquet
Development Applications
1 29 (24.37%) Git (software)
2 16 (13.45%) Jenkins
3 7 (5.88%) Visual Studio
4 5 (4.20%) Atlassian Bamboo
4 5 (4.20%) Hudson
4 5 (4.20%) Subversion
4 5 (4.20%) Team Foundation Server
5 4 (3.36%) Gatling
5 4 (3.36%) Maven
5 4 (3.36%) TeamCity
5 4 (3.36%) Vagrant
5 4 (3.36%) Visual Studio Team System
6 3 (2.52%) LSMW
7 2 (1.68%) Cucumber
7 2 (1.68%) JIRA
8 1 (0.84%) Artifactory
8 1 (0.84%) JUnit
8 1 (0.84%) SonarQube
8 1 (0.84%) Sonatype Nexus
General
1 27 (22.69%) Finance
2 13 (10.92%) Banking
3 8 (6.72%) Games
4 5 (4.20%) Retail Banking
5 4 (3.36%) Investment Banking
6 3 (2.52%) Manufacturing
6 3 (2.52%) Marketing
6 3 (2.52%) Retail
7 2 (1.68%) Cantonese Language
7 2 (1.68%) French Language
7 2 (1.68%) German Language
7 2 (1.68%) Italian Language
7 2 (1.68%) Japanese Language
7 2 (1.68%) Legal
7 2 (1.68%) Mandarin Language
7 2 (1.68%) Russian Language
7 2 (1.68%) Spanish Language
8 1 (0.84%) Hindi Language
8 1 (0.84%) Pharmaceutical
8 1 (0.84%) Telecoms
Job Titles
1 42 (35.29%) Developer
2 26 (21.85%) Architect
2 26 (21.85%) Big Data Developer
3 24 (20.17%) Data Engineer
4 22 (18.49%) Data Architect
5 20 (16.81%) Big Data Architect
6 13 (10.92%) Apache Spark Developer
6 13 (10.92%) Data Scientist
7 10 (8.40%) Big Data Engineer
8 8 (6.72%) Hadoop Developer
9 7 (5.88%) AWS Engineer
9 7 (5.88%) Python Engineer
10 6 (5.04%) AWS Architect
10 6 (5.04%) AWS Developer
10 6 (5.04%) Python Developer
10 6 (5.04%) Senior Big Data Developer
10 6 (5.04%) Senior Data Engineer
10 6 (5.04%) Senior Developer
11 5 (4.20%) Cloud Developer
11 5 (4.20%) DevOps Developer
Libraries, Frameworks & Software Standards
1 47 (39.50%) Kafka
2 19 (15.97%) Spark Streaming
3 9 (7.56%) MXNet
3 9 (7.56%) TensorFlow
3 9 (7.56%) Theano
4 8 (6.72%) RabbitMQ
4 8 (6.72%) Spring
5 7 (5.88%) Apache Avro
5 7 (5.88%) Natural Language Processing
5 7 (5.88%) REST
6 6 (5.04%) .NET
6 6 (5.04%) AngularJS
6 6 (5.04%) Deeplearning4j
6 6 (5.04%) J2EE
6 6 (5.04%) Web Services
7 5 (4.20%) JDBC
7 5 (4.20%) Node.js
7 5 (4.20%) NumPy
7 5 (4.20%) Pandas
7 5 (4.20%) React
Miscellaneous
1 13 (10.92%) Analytical Skills
1 13 (10.92%) Data Structures
2 10 (8.40%) Algorithms
3 9 (7.56%) Computer Science
4 8 (6.72%) Greenfield Project
5 4 (3.36%) Self-Motivation
6 3 (2.52%) Fintech
7 2 (1.68%) Public Cloud
7 2 (1.68%) Virtual Team
8 1 (0.84%) FMCG
8 1 (0.84%) Hybrid Cloud
8 1 (0.84%) Linux Command Line
8 1 (0.84%) Management Information System
8 1 (0.84%) MPEG
8 1 (0.84%) Replication
8 1 (0.84%) RIA
8 1 (0.84%) Taxonomies
8 1 (0.84%) User Experience
Operating Systems
1 11 (9.24%) Linux
2 8 (6.72%) Unix
3 2 (1.68%) Windows
4 1 (0.84%) Android
4 1 (0.84%) Apple iOS
4 1 (0.84%) DC/OS
4 1 (0.84%) VMS
Processes & Methodologies
1 60 (50.42%) Agile Software Development
2 36 (30.25%) MapReduce
3 31 (26.05%) ETL
4 30 (25.21%) Data Modelling
5 26 (21.85%) Scrum
6 24 (20.17%) Data Science
7 21 (17.65%) Analytics
8 19 (15.97%) DevOps
8 19 (15.97%) Machine Learning
8 19 (15.97%) Open Source
9 18 (15.13%) Business Intelligence
10 16 (13.45%) Data Integration
11 14 (11.76%) E-Commerce
12 13 (10.92%) Data Ingestion
13 12 (10.08%) Continuous Delivery
13 12 (10.08%) Mathematics
14 11 (9.24%) Configuration Management
14 11 (9.24%) Data Architecture
14 11 (9.24%) OO
14 11 (9.24%) Problem-Solving
Programming Languages
1 59 (49.58%) Python
2 53 (44.54%) Java
3 41 (34.45%) Scala
4 28 (23.53%) SQL
5 18 (15.13%) R
6 15 (12.61%) Ruby
7 9 (7.56%) PL/SQL
8 8 (6.72%) JavaScript
8 8 (6.72%) Perl
9 7 (5.88%) C++
10 5 (4.20%) Java 8
11 4 (3.36%) C#
11 4 (3.36%) Shell Script
11 4 (3.36%) T-SQL
12 2 (1.68%) C
13 1 (0.84%) AWK
13 1 (0.84%) Clojure
13 1 (0.84%) Haskell
13 1 (0.84%) MATLAB
13 1 (0.84%) XPath
Qualifications
1 4 (3.36%) AWS Certification
1 4 (3.36%) Degree
2 3 (2.52%) Security Cleared
3 2 (1.68%) Computer Science Degree
3 2 (1.68%) PhD
3 2 (1.68%) SC Cleared
4 1 (0.84%) CISMP
4 1 (0.84%) CISSP
Quality Assurance & Compliance
1 8 (6.72%) Data Quality
System Software
1 38 (31.93%) HDFS
2 29 (24.37%) Apache Flume
3 25 (21.01%) Docker
4 16 (13.45%) Apache ZooKeeper
Systems Management
1 27 (22.69%) Oozie
2 21 (17.65%) Ansible
3 16 (13.45%) Hadoop YARN
3 16 (13.45%) Puppet
4 12 (10.08%) Kubernetes
4 12 (10.08%) Opscode Chef
5 8 (6.72%) Terraform
6 5 (4.20%) Consul
6 5 (4.20%) Docker Swarm
6 5 (4.20%) Salt
7 4 (3.36%) Packer
8 3 (2.52%) Kibana
9 2 (1.68%) Ambari
9 2 (1.68%) Mesos
10 1 (0.84%) FreeIPA
10 1 (0.84%) Host Intrusion Detection System
10 1 (0.84%) Marathon
10 1 (0.84%) Network Intrusion Detection System
10 1 (0.84%) Prometheus
10 1 (0.84%) Sysdig
Vendors
1 19 (15.97%) Cloudera
1 19 (15.97%) Hortonworks
2 14 (11.76%) Oracle
3 12 (10.08%) Microsoft
4 11 (9.24%) Google
5 8 (6.72%) MapR
6 6 (5.04%) Talend
7 5 (4.20%) Tableau
8 4 (3.36%) Alteryx
8 4 (3.36%) RapidMiner
8 4 (3.36%) Salesforce.com
8 4 (3.36%) SaltStack
8 4 (3.36%) SAP
9 3 (2.52%) Databricks
10 2 (1.68%) Adobe
11 1 (0.84%) Red Hat
11 1 (0.84%) Xamarin