Period
to 15 November 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 15 November 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
15 Nov 2018
Same period 2017 Same period 2016
Rank 749 702 648
Rank change year-on-year -47 -54 +60
Contract jobs citing Apache Pig 94 153 229
As % of all contract IT jobs advertised in England 0.099% 0.16% 0.23%
As % of the Application Platforms category 0.58% 0.96% 1.24%
Number of daily rates quoted 58 90 138
England median daily rate £575 £550 £525
Median daily rate % change year-on-year +4.55% +4.76% -
10th Percentile £438 £413 £404
90th Percentile £700 £725 £675
UK median daily rate £575 £550 £526
% change year-on-year +4.55% +4.66% +0.10%
Number of hourly rates quoted 2 2 0
England median hourly rate £45.00 £45.00 -
UK 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 England with a requirement for application platform skills.

All Application Platform Skills
England
Contract vacancies with a requirement for application platform skills 16,119 15,872 18,399
As % of all contract IT jobs advertised in England 16.92% 16.76% 18.63%
Number of daily rates quoted 10,604 10,480 12,032
England median daily rate £465 £450 £425
Median daily rate % change year-on-year +3.33% +5.88% +6.25%
10th Percentile £275 £263 £256
90th Percentile £631 £613 £588
UK median daily rate £450 £450 £420
% change year-on-year - +7.14% +5.00%
Number of hourly rates quoted 374 411 464
England median hourly rate £22.00 £21.25 £20.00
Median hourly rate % change year-on-year +3.53% +6.25% +5.26%
10th Percentile £12.40 £11.00 £12.25
90th Percentile £48.38 £48.75 £48.75
UK median hourly rate £22.00 £20.44 £20.00
% change year-on-year +7.66% +2.18% -

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 15 November 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 15 November 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 -12 65 £575 +4.55% 19
South East -29 8 £475 -14.41% 6
East Midlands +13 6 £475 - 1
Midlands +2 6 £475 - 1
South West -35 6 £475 +11.76% 1
North of England -26 5 £625 - 5
North West -24 4 £638 - 3
East of England -13 3 £638 +29.11% 2
Yorkshire -7 1 £550 - 2
Apache Pig
UK

For the 6 months to 15 November 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 90 (95.74%) Apache Hive
2 87 (92.55%) Hadoop
3 84 (89.36%) Big Data
4 70 (74.47%) Apache Spark
5 48 (51.06%) Python
6 47 (50.00%) HBase
7 44 (46.81%) Java
8 42 (44.68%) NoSQL
9 39 (41.49%) MapReduce
9 39 (41.49%) Agile Software Development
10 37 (39.36%) Kafka
11 36 (38.30%) Scala
12 34 (36.17%) HDFS
13 30 (31.91%) Amazon AWS
14 29 (30.85%) Apache Cassandra
15 28 (29.79%) MongoDB
15 28 (29.79%) SQL
16 27 (28.72%) Data Modelling
17 25 (26.60%) ETL
18 24 (25.53%) Scrum
18 24 (25.53%) Microsoft Azure
18 24 (25.53%) Impala
19 23 (24.47%) Finance
19 23 (24.47%) Business Intelligence
20 22 (23.40%) SQL Server
20 22 (23.40%) Apache Flume
20 22 (23.40%) Hortonworks
20 22 (23.40%) Data Science
21 21 (22.34%) Docker
22 20 (21.28%) Oozie

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 70 (74.47%) Apache Spark
2 13 (13.83%) Apache
3 9 (9.57%) Elasticsearch
4 4 (4.26%) Apache Solr
5 3 (3.19%) nginx
5 3 (3.19%) SharePoint
5 3 (3.19%) SharePoint Server
6 1 (1.06%) Apache Airflow
6 1 (1.06%) Jupyter
Applications
1 4 (4.26%) Microsoft Excel
1 4 (4.26%) Microsoft Office
2 2 (2.13%) GNU Octave
3 1 (1.06%) Microsoft PowerPoint
3 1 (1.06%) MS Visio
3 1 (1.06%) Shockwave
Business Applications
1 3 (3.19%) SAP MM
1 3 (3.19%) SAP Oil and Gas
1 3 (3.19%) SAP R/3
Cloud Services
1 30 (31.91%) Amazon AWS
2 24 (25.53%) Microsoft Azure
3 9 (9.57%) Google Cloud Platform
4 7 (7.45%) Amazon EMR
5 5 (5.32%) IaaS
6 4 (4.26%) Amazon Kinesis
6 4 (4.26%) AWS Lambda
6 4 (4.26%) Azure Data Factory
6 4 (4.26%) GitHub
6 4 (4.26%) Serverless
7 3 (3.19%) Amazon S3
8 2 (2.13%) Amazon EC2
8 2 (2.13%) AWS CloudFormation
8 2 (2.13%) Google Analytics
8 2 (2.13%) Virtual Private Cloud
9 1 (1.06%) Cortana Intelligence Suite
9 1 (1.06%) PaaS
9 1 (1.06%) SaaS
Communications & Networking
1 7 (7.45%) Kerberos
2 6 (6.38%) TCP/IP
3 5 (5.32%) LAN
3 5 (5.32%) WAN
4 3 (3.19%) DNS
4 3 (3.19%) Firewall
4 3 (3.19%) HTTP
4 3 (3.19%) ICMP
4 3 (3.19%) SSL
4 3 (3.19%) VPN
Database & Business Intelligence
1 90 (95.74%) Apache Hive
2 87 (92.55%) Hadoop
3 84 (89.36%) Big Data
4 47 (50.00%) HBase
5 42 (44.68%) NoSQL
6 29 (30.85%) Apache Cassandra
7 28 (29.79%) MongoDB
8 24 (25.53%) Impala
9 22 (23.40%) SQL Server
10 19 (20.21%) MySQL
11 17 (18.09%) Data Warehouse
12 14 (14.89%) Sqoop
13 13 (13.83%) Relational Database
14 12 (12.77%) PostgreSQL
15 11 (11.70%) Amazon Redshift
16 7 (7.45%) Flink
17 6 (6.38%) Data Lake
17 6 (6.38%) Mahout
17 6 (6.38%) OLTP
18 5 (5.32%) DataStax
Development Applications
1 19 (20.21%) Git (software)
2 15 (15.96%) Jenkins
3 5 (5.32%) Atlassian Bamboo
3 5 (5.32%) JIRA
3 5 (5.32%) Visual Studio
4 4 (4.26%) Visual Studio Team System
5 3 (3.19%) Artifactory
5 3 (3.19%) Bitbucket
5 3 (3.19%) CodeSonar
5 3 (3.19%) Gatling
5 3 (3.19%) git-flow
5 3 (3.19%) LSMW
5 3 (3.19%) Robot Framework
5 3 (3.19%) Selenium
5 3 (3.19%) SonarQube
5 3 (3.19%) TeamCity
6 2 (2.13%) Hudson
6 2 (2.13%) Subversion
6 2 (2.13%) Team Foundation Server
6 2 (2.13%) Vagrant
General
1 23 (24.47%) Finance
2 10 (10.64%) Banking
3 5 (5.32%) Retail Banking
4 4 (4.26%) Games
4 4 (4.26%) Retail
5 3 (3.19%) Investment Banking
5 3 (3.19%) Legal
5 3 (3.19%) Manufacturing
5 3 (3.19%) Marketing
6 1 (1.06%) Publishing
Job Titles
1 31 (32.98%) Data Engineer
2 26 (27.66%) Developer
3 16 (17.02%) Architect
3 16 (17.02%) Big Data Engineer
4 15 (15.96%) Big Data Developer
4 15 (15.96%) Data Architect
5 14 (14.89%) Big Data Architect
6 12 (12.77%) Data Scientist
7 7 (7.45%) Hadoop Developer
8 6 (6.38%) DevOps Engineer
8 6 (6.38%) Python Engineer
9 5 (5.32%) AWS Engineer
9 5 (5.32%) Senior Data Engineer
9 5 (5.32%) Senior Data Scientist
10 4 (4.26%) Apache Spark Developer
10 4 (4.26%) AWS Architect
10 4 (4.26%) Business Intelligence Developer
10 4 (4.26%) Platform Engineer
10 4 (4.26%) Software Engineer
11 3 (3.19%) Senior Developer
Libraries, Frameworks & Software Standards
1 37 (39.36%) Kafka
2 17 (18.09%) Spark Streaming
3 9 (9.57%) RabbitMQ
4 6 (6.38%) .NET
4 6 (6.38%) NumPy
4 6 (6.38%) Pandas
4 6 (6.38%) REST
5 5 (5.32%) Anaconda
5 5 (5.32%) Caffe
5 5 (5.32%) MXNet
5 5 (5.32%) Node.js
5 5 (5.32%) scikit-learn
5 5 (5.32%) TensorFlow
5 5 (5.32%) Theano
6 4 (4.26%) .NET Framework
6 4 (4.26%) ASP.NET
6 4 (4.26%) Dask
6 4 (4.26%) Elastic Stack
6 4 (4.26%) Spring
7 3 (3.19%) LEMP Stack
Miscellaneous
1 12 (12.77%) Data Structures
2 11 (11.70%) Computer Science
3 10 (10.64%) Algorithms
3 10 (10.64%) Analytical Skills
4 7 (7.45%) Greenfield Project
5 3 (3.19%) Public Cloud
6 2 (2.13%) Fintech
6 2 (2.13%) Self-Motivation
7 1 (1.06%) Hybrid Cloud
7 1 (1.06%) Linux Command Line
7 1 (1.06%) Management Information System
7 1 (1.06%) RIA
7 1 (1.06%) Virtual Team
Operating Systems
1 18 (19.15%) Linux
2 12 (12.77%) Unix
3 4 (4.26%) Windows
4 3 (3.19%) Android
4 3 (3.19%) Apple iOS
4 3 (3.19%) Mac OS X
5 1 (1.06%) DC/OS
Processes & Methodologies
1 39 (41.49%) Agile Software Development
1 39 (41.49%) MapReduce
2 27 (28.72%) Data Modelling
3 25 (26.60%) ETL
4 24 (25.53%) Scrum
5 23 (24.47%) Business Intelligence
6 22 (23.40%) Data Science
7 18 (19.15%) Machine Learning
8 17 (18.09%) DevOps
8 17 (18.09%) Open Source
9 13 (13.83%) Analytics
10 11 (11.70%) Configuration Management
11 10 (10.64%) Data Integration
11 10 (10.64%) E-Commerce
11 10 (10.64%) Mathematics
12 9 (9.57%) Data Ingestion
12 9 (9.57%) Problem-Solving
13 8 (8.51%) Software Engineering
14 7 (7.45%) High Availability
14 7 (7.45%) Workload Management
Programming Languages
1 48 (51.06%) Python
2 44 (46.81%) Java
3 36 (38.30%) Scala
4 28 (29.79%) SQL
5 14 (14.89%) C++
6 11 (11.70%) R
7 10 (10.64%) C
8 7 (7.45%) JavaScript
8 7 (7.45%) Ruby
9 6 (6.38%) C#
10 5 (5.32%) PL/SQL
11 3 (3.19%) Bash Shell
11 3 (3.19%) Go
11 3 (3.19%) Objective-C
11 3 (3.19%) Perl
11 3 (3.19%) PHP
11 3 (3.19%) PowerShell
11 3 (3.19%) VB
12 2 (2.13%) Java 8
12 2 (2.13%) MATLAB
Qualifications
1 9 (9.57%) Security Cleared
2 8 (8.51%) Degree
3 7 (7.45%) Computer Science Degree
4 6 (6.38%) MCSE
4 6 (6.38%) Microsoft Certification
5 5 (5.32%) SC Cleared
6 4 (4.26%) CISSP
7 3 (3.19%) CCNA
7 3 (3.19%) Cisco Certification
7 3 (3.19%) CompTIA Security+
7 3 (3.19%) DV Cleared
7 3 (3.19%) GIAC
7 3 (3.19%) Linux+ Certification
7 3 (3.19%) Network+ Certification
7 3 (3.19%) PhD
7 3 (3.19%) SANS
7 3 (3.19%) SSCP
8 2 (2.13%) AWS Certification
9 1 (1.06%) CISMP
9 1 (1.06%) Numerate Degree
Quality Assurance & Compliance
1 6 (6.38%) Data Quality
2 5 (5.32%) SLA
System Software
1 34 (36.17%) HDFS
2 22 (23.40%) Apache Flume
3 21 (22.34%) Docker
4 14 (14.89%) Apache ZooKeeper
5 5 (5.32%) Oracle RAC
6 3 (3.19%) vSphere
Systems Management
1 20 (21.28%) Oozie
2 18 (19.15%) Ansible
2 18 (19.15%) Hadoop YARN
3 15 (15.96%) Puppet
4 10 (10.64%) Ambari
5 8 (8.51%) Kubernetes
6 7 (7.45%) Opscode Chef
7 6 (6.38%) Terraform
8 5 (5.32%) Consul
8 5 (5.32%) Salt
9 3 (3.19%) HAProxy
9 3 (3.19%) Host Intrusion Detection System
9 3 (3.19%) Network Intrusion Detection System
9 3 (3.19%) Prometheus
9 3 (3.19%) Sysdig
10 2 (2.13%) Docker Swarm
10 2 (2.13%) Mesos
10 2 (2.13%) Packer
11 1 (1.06%) Apache Brooklyn
11 1 (1.06%) Marathon
Vendors
1 22 (23.40%) Hortonworks
2 15 (15.96%) Cloudera
2 15 (15.96%) Oracle
3 13 (13.83%) Microsoft
4 11 (11.70%) Google
5 7 (7.45%) MapR
6 5 (5.32%) Cisco
7 4 (4.26%) SaltStack
8 3 (3.19%) SAP
8 3 (3.19%) Talend
9 2 (2.13%) Databricks
9 2 (2.13%) Salesforce.com
10 1 (1.06%) Informatica
10 1 (1.06%) Red Hat
10 1 (1.06%) Tableau