Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Hourly Rate Trend Job Locations Skill Sets
Period
to 15 November 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 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
6 months to
15 Nov 2018		 Same period 2017 Same period 2016
Rank 781 742 671
Rank change year-on-year -39 -71 +60
Contract jobs citing Apache Pig 97 153 237
As % of all contract IT jobs advertised in the UK 0.093% 0.15% 0.22%
As % of the Application Platforms category 0.55% 0.89% 1.20%
Number of daily rates quoted 60 90 144
UK median daily rate £575 £550 £526
Median daily rate % change year-on-year +4.55% +4.66% +0.10%
10th Percentile £436 £413 £402
90th Percentile £700 £725 £675
UK excluding London median daily rate £500 £500 £526
% change year-on-year - -4.85% +5.10%
Number of hourly rates quoted 2 2 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 17,541 17,195 19,747
As % of all contract IT jobs advertised in the UK 16.84% 16.69% 18.56%
Number of daily rates quoted 11,408 11,268 12,814
UK median daily rate £450 £450 £420
Median daily rate % change year-on-year - +7.14% +5.00%
10th Percentile £275 £263 £250
90th Percentile £625 £603 £588
UK excluding London median daily rate £425 £400 £388
% change year-on-year +6.25% +3.23% +3.33%
Number of hourly rates quoted 399 441 497
UK median hourly rate £22.00 £20.44 £20.00
Median hourly rate % change year-on-year +7.66% +2.18% -
10th Percentile £12.35 £11.00 £12.25
90th Percentile £47.75 £48.00 £48.75
UK excluding London median hourly rate £22.00 £20.00 £20.73
% change year-on-year +10.00% -3.52% +6.84%

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 15 November 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 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
England -47 94 £575 +4.55% 35
London -12 65 £575 +4.55% 20
UK excluding London -44 31 £500 - 15
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
Scotland -12 2 £500 -
Yorkshire -7 1 £550 - 2
Wales - 1 £450 -

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 with a requirement for Apache Pig.

1 93 (95.88%) Apache Hive
2 90 (92.78%) Hadoop
3 87 (89.69%) Big Data
4 72 (74.23%) Apache Spark
5 49 (50.52%) HBase
5 49 (50.52%) Python
6 46 (47.42%) Java
7 44 (45.36%) NoSQL
8 41 (42.27%) Agile Software Development
9 40 (41.24%) MapReduce
10 37 (38.14%) Kafka
10 37 (38.14%) Scala
11 35 (36.08%) HDFS
12 31 (31.96%) Amazon AWS
13 30 (30.93%) Apache Cassandra
13 30 (30.93%) SQL
14 28 (28.87%) Data Modelling
14 28 (28.87%) MongoDB
15 27 (27.84%) ETL
16 25 (25.77%) Scrum
16 25 (25.77%) Microsoft Azure
17 24 (24.74%) Finance
17 24 (24.74%) Business Intelligence
17 24 (24.74%) Impala
18 23 (23.71%) Hortonworks
19 22 (22.68%) Apache Flume
19 22 (22.68%) SQL Server
19 22 (22.68%) Data Science
20 21 (21.65%) Docker
20 21 (21.65%) 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 72 (74.23%) Apache Spark
2 13 (13.40%) Apache
3 10 (10.31%) Elasticsearch
4 5 (5.15%) Apache Solr
5 3 (3.09%) nginx
5 3 (3.09%) SharePoint
5 3 (3.09%) SharePoint Server
6 1 (1.03%) Apache Airflow
6 1 (1.03%) Jupyter
6 1 (1.03%) Tomcat
Applications
1 4 (4.12%) Microsoft Excel
1 4 (4.12%) Microsoft Office
2 2 (2.06%) GNU Octave
3 1 (1.03%) Microsoft PowerPoint
3 1 (1.03%) MS Visio
3 1 (1.03%) Shockwave
Business Applications
1 3 (3.09%) SAP MM
1 3 (3.09%) SAP Oil and Gas
1 3 (3.09%) SAP R/3
Cloud Services
1 31 (31.96%) Amazon AWS
2 25 (25.77%) Microsoft Azure
3 9 (9.28%) Google Cloud Platform
4 7 (7.22%) Amazon EMR
5 5 (5.15%) IaaS
6 4 (4.12%) Amazon Kinesis
6 4 (4.12%) AWS Lambda
6 4 (4.12%) Azure Data Factory
6 4 (4.12%) GitHub
6 4 (4.12%) Serverless
7 3 (3.09%) Amazon S3
8 2 (2.06%) Amazon EC2
8 2 (2.06%) AWS CloudFormation
8 2 (2.06%) Google Analytics
8 2 (2.06%) Virtual Private Cloud
9 1 (1.03%) Cortana Intelligence Suite
9 1 (1.03%) PaaS
9 1 (1.03%) SaaS
Communications & Networking
1 7 (7.22%) Kerberos
2 6 (6.19%) TCP/IP
3 5 (5.15%) LAN
3 5 (5.15%) WAN
4 3 (3.09%) DNS
4 3 (3.09%) Firewall
4 3 (3.09%) HTTP
4 3 (3.09%) ICMP
4 3 (3.09%) SSL
4 3 (3.09%) VPN
5 1 (1.03%) FTP
Database & Business Intelligence
1 93 (95.88%) Apache Hive
2 90 (92.78%) Hadoop
3 87 (89.69%) Big Data
4 49 (50.52%) HBase
5 44 (45.36%) NoSQL
6 30 (30.93%) Apache Cassandra
7 28 (28.87%) MongoDB
8 24 (24.74%) Impala
9 22 (22.68%) SQL Server
10 19 (19.59%) MySQL
11 17 (17.53%) Data Warehouse
12 14 (14.43%) Sqoop
13 13 (13.40%) Relational Database
14 12 (12.37%) PostgreSQL
15 11 (11.34%) Amazon Redshift
16 7 (7.22%) Flink
17 6 (6.19%) Data Lake
17 6 (6.19%) DataStax
17 6 (6.19%) Mahout
17 6 (6.19%) OLTP
Development Applications
1 21 (21.65%) Git (software)
2 15 (15.46%) Jenkins
3 5 (5.15%) Atlassian Bamboo
3 5 (5.15%) JIRA
3 5 (5.15%) Visual Studio
4 4 (4.12%) Visual Studio Team System
5 3 (3.09%) Artifactory
5 3 (3.09%) Bitbucket
5 3 (3.09%) CodeSonar
5 3 (3.09%) Gatling
5 3 (3.09%) git-flow
5 3 (3.09%) LSMW
5 3 (3.09%) Robot Framework
5 3 (3.09%) Selenium
5 3 (3.09%) SonarQube
5 3 (3.09%) TeamCity
6 2 (2.06%) Cucumber
6 2 (2.06%) Hudson
6 2 (2.06%) Subversion
6 2 (2.06%) Vagrant
General
1 24 (24.74%) Finance
2 10 (10.31%) Banking
3 6 (6.19%) Retail Banking
4 4 (4.12%) Games
4 4 (4.12%) Retail
5 3 (3.09%) Investment Banking
5 3 (3.09%) Legal
5 3 (3.09%) Manufacturing
5 3 (3.09%) Marketing
6 1 (1.03%) Publishing
Job Titles
1 31 (31.96%) Data Engineer
2 28 (28.87%) Developer
3 17 (17.53%) Architect
4 16 (16.49%) Big Data Developer
4 16 (16.49%) Big Data Engineer
4 16 (16.49%) Data Architect
5 15 (15.46%) Big Data Architect
6 12 (12.37%) Data Scientist
7 7 (7.22%) Hadoop Developer
8 6 (6.19%) DevOps Engineer
8 6 (6.19%) Python Engineer
9 5 (5.15%) AWS Engineer
9 5 (5.15%) Senior Data Engineer
9 5 (5.15%) Senior Data Scientist
10 4 (4.12%) Apache Spark Developer
10 4 (4.12%) AWS Architect
10 4 (4.12%) AWS Developer
10 4 (4.12%) Business Intelligence Developer
10 4 (4.12%) Platform Engineer
10 4 (4.12%) Software Engineer
Libraries, Frameworks & Software Standards
1 37 (38.14%) Kafka
2 18 (18.56%) Spark Streaming
3 9 (9.28%) RabbitMQ
4 7 (7.22%) .NET
4 7 (7.22%) REST
5 6 (6.19%) NumPy
5 6 (6.19%) Pandas
6 5 (5.15%) Anaconda
6 5 (5.15%) Caffe
6 5 (5.15%) MXNet
6 5 (5.15%) Node.js
6 5 (5.15%) scikit-learn
6 5 (5.15%) Spring
6 5 (5.15%) TensorFlow
6 5 (5.15%) Theano
7 4 (4.12%) .NET Framework
7 4 (4.12%) ASP.NET
7 4 (4.12%) Dask
7 4 (4.12%) Elastic Stack
8 3 (3.09%) LEMP Stack
Miscellaneous
1 12 (12.37%) Data Structures
2 11 (11.34%) Computer Science
3 10 (10.31%) Algorithms
3 10 (10.31%) Analytical Skills
4 7 (7.22%) Greenfield Project
5 3 (3.09%) Public Cloud
6 2 (2.06%) Fintech
6 2 (2.06%) Self-Motivation
7 1 (1.03%) Hybrid Cloud
7 1 (1.03%) Linux Command Line
7 1 (1.03%) Management Information System
7 1 (1.03%) RIA
7 1 (1.03%) User Experience
7 1 (1.03%) Virtual Team
Operating Systems
1 18 (18.56%) Linux
2 12 (12.37%) Unix
3 4 (4.12%) Windows
4 3 (3.09%) Android
4 3 (3.09%) Apple iOS
4 3 (3.09%) Mac OS X
5 1 (1.03%) DC/OS
Processes & Methodologies
1 41 (42.27%) Agile Software Development
2 40 (41.24%) MapReduce
3 28 (28.87%) Data Modelling
4 27 (27.84%) ETL
5 25 (25.77%) Scrum
6 24 (24.74%) Business Intelligence
7 22 (22.68%) Data Science
8 18 (18.56%) Machine Learning
9 17 (17.53%) DevOps
9 17 (17.53%) Open Source
10 13 (13.40%) Analytics
11 11 (11.34%) Configuration Management
12 10 (10.31%) Data Integration
12 10 (10.31%) E-Commerce
12 10 (10.31%) Mathematics
13 9 (9.28%) Data Ingestion
13 9 (9.28%) Problem-Solving
14 8 (8.25%) Software Engineering
15 7 (7.22%) High Availability
15 7 (7.22%) Workload Management
Programming Languages
1 49 (50.52%) Python
2 46 (47.42%) Java
3 37 (38.14%) Scala
4 30 (30.93%) SQL
5 14 (14.43%) C++
6 12 (12.37%) R
7 10 (10.31%) C
8 8 (8.25%) JavaScript
9 7 (7.22%) C#
9 7 (7.22%) PL/SQL
9 7 (7.22%) Ruby
10 3 (3.09%) Bash Shell
10 3 (3.09%) Go
10 3 (3.09%) Objective-C
10 3 (3.09%) Perl
10 3 (3.09%) PHP
10 3 (3.09%) PowerShell
10 3 (3.09%) VB
11 2 (2.06%) Java 8
11 2 (2.06%) MATLAB
Qualifications
1 9 (9.28%) Security Cleared
2 8 (8.25%) Degree
3 7 (7.22%) Computer Science Degree
4 6 (6.19%) MCSE
4 6 (6.19%) Microsoft Certification
5 5 (5.15%) SC Cleared
6 4 (4.12%) CISSP
7 3 (3.09%) CCNA
7 3 (3.09%) Cisco Certification
7 3 (3.09%) CompTIA Security+
7 3 (3.09%) DV Cleared
7 3 (3.09%) GIAC
7 3 (3.09%) Linux+ Certification
7 3 (3.09%) Network+ Certification
7 3 (3.09%) PhD
7 3 (3.09%) SANS
7 3 (3.09%) SSCP
8 2 (2.06%) AWS Certification
9 1 (1.03%) CISMP
9 1 (1.03%) Numerate Degree
Quality Assurance & Compliance
1 6 (6.19%) Data Quality
2 5 (5.15%) SLA
System Software
1 35 (36.08%) HDFS
2 22 (22.68%) Apache Flume
3 21 (21.65%) Docker
4 14 (14.43%) Apache ZooKeeper
5 5 (5.15%) Oracle RAC
6 3 (3.09%) vSphere
Systems Management
1 20 (20.62%) Oozie
2 19 (19.59%) Ansible
3 18 (18.56%) Hadoop YARN
4 16 (16.49%) Puppet
5 10 (10.31%) Ambari
6 8 (8.25%) Kubernetes
6 8 (8.25%) Opscode Chef
7 6 (6.19%) Terraform
8 5 (5.15%) Consul
8 5 (5.15%) Salt
9 3 (3.09%) HAProxy
9 3 (3.09%) Host Intrusion Detection System
9 3 (3.09%) Network Intrusion Detection System
9 3 (3.09%) Prometheus
9 3 (3.09%) Sysdig
10 2 (2.06%) Docker Swarm
10 2 (2.06%) Mesos
10 2 (2.06%) Packer
11 1 (1.03%) Apache Brooklyn
11 1 (1.03%) Marathon
Vendors
1 23 (23.71%) Hortonworks
2 16 (16.49%) Cloudera
2 16 (16.49%) Oracle
3 14 (14.43%) Microsoft
4 11 (11.34%) Google
5 7 (7.22%) MapR
6 5 (5.15%) Cisco
6 5 (5.15%) SaltStack
7 3 (3.09%) SAP
7 3 (3.09%) Talend
8 2 (2.06%) Databricks
8 2 (2.06%) Salesforce.com
9 1 (1.03%) Informatica
9 1 (1.03%) Red Hat
9 1 (1.03%) Tableau