Period
to 24 August 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Impala skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Impala over the 6 months to 24 August 2017 with a comparison to the same period in the previous 2 years.

Cloudera Impala
UK
6 months to
24 Aug 2017
Same period 2016 Same period 2015
Rank 1008 1056 1158
Rank change year-on-year +48 +102 +70
Permanent jobs citing Impala 167 189 133
As % of all permanent IT jobs advertised in the UK 0.095% 0.096% 0.061%
As % of the Database & Business Intelligence category 0.31% 0.32% 0.19%
Number of salaries quoted 90 130 114
UK median annual salary £60,000 £70,000 £71,250
Median salary % change year-on-year -14.29% -1.75% +9.62%
10th Percentile £40,935 £44,650 £54,125
90th Percentile £102,750 £115,000 £93,375
UK excluding London median annual salary £55,000 £55,000 £67,500
% change year-on-year - -18.52% +12.50%

Impala is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
UK
Permanent vacancies with a requirement for database or business intelligence skills 54006 58867 68752
As % of all permanent IT jobs advertised in the UK 30.73% 29.98% 31.75%
Number of salaries quoted 44752 50278 58002
UK median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +2.27%
10th Percentile £30,000 £28,750 £27,500
90th Percentile £77,500 £75,000 £72,500
UK excluding London median annual salary £42,500 £41,000 £40,000
% change year-on-year +3.66% +2.50% -

Impala
Job Vacancy Trend

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

Job vacancy trend for Impala in the UK

Impala
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Impala.

Salary trend for Impala in the UK

Impala
Salary Histogram

The salary distribution of IT jobs citing Impala over the 6 months to 24 August 2017.

Salary histogram for Impala in the UK

Impala
Top 9 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Impala within the UK over the 6 months to 24 August 2017. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +56 167 £60,000 -14.29% 13
UK excluding London +52 88 £55,000 - 3
London -1 79 £70,000 -14.89% 10
South East +118 33 £55,000 -2.22% 2
East of England +25 33 £42,500 -46.88%
North of England +4 17 £60,000 -
North West - 16 £60,000 -
South West +4 5 £39,991 -25.94%
Yorkshire +7 1 - -

For the 6 months to 24 August 2017, IT jobs citing Impala also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Impala.

1 141 (84.43%) Apache Spark
2 133 (79.64%) Hadoop
3 124 (74.25%) Big Data
4 120 (71.86%) Apache Hive
5 89 (53.29%) SQL
6 84 (50.30%) Python
7 69 (41.32%) Analytics
8 67 (40.12%) Agile Software Development
9 62 (37.13%) Amazon AWS
10 59 (35.33%) Java
11 58 (34.73%) HBase
12 56 (33.53%) MapReduce
13 52 (31.14%) Business Intelligence
13 52 (31.14%) Cloudera
14 47 (28.14%) Apache Flume
15 44 (26.35%) Kafka
15 44 (26.35%) Machine Learning
16 43 (25.75%) Analytical Skills
17 42 (25.15%) R
18 41 (24.55%) ETL
19 39 (23.35%) SAS
19 39 (23.35%) Tableau
19 39 (23.35%) Apache Pig
20 38 (22.75%) HDFS
20 38 (22.75%) Web Services
21 37 (22.16%) Finance
21 37 (22.16%) Degree
22 33 (19.76%) Data Warehouse
23 32 (19.16%) MongoDB
23 32 (19.16%) Apache Cassandra

Impala
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
1 141 (84.43%) Apache Spark
2 39 (23.35%) Apache Pig
2 39 (23.35%) SAS
3 25 (14.97%) Apache
4 16 (9.58%) Elasticsearch
5 10 (5.99%) Apache Airflow
6 4 (2.40%) Oracle SOA Suite
7 2 (1.20%) Mule
8 1 (0.60%) OpenStack
8 1 (0.60%) Oracle Coherence
Applications
1 11 (6.59%) Microsoft Excel
2 4 (2.40%) Microsoft PowerPoint
2 4 (2.40%) SPSS
3 3 (1.80%) MS Visio
4 1 (0.60%) GNU Octave
Business Applications
1 3 (1.80%) Oracle Applications
Cloud Services
1 62 (37.13%) Amazon AWS
2 18 (10.78%) Amazon Kinesis
3 10 (5.99%) Amazon EMR
4 8 (4.79%) SaaS
5 6 (3.59%) Google Cloud Platform
6 4 (2.40%) Cloud Computing
6 4 (2.40%) IaaS
6 4 (2.40%) PaaS
7 3 (1.80%) GitHub
8 2 (1.20%) Amazon S3
8 2 (1.20%) Microsoft Azure
9 1 (0.60%) Amazon EC2
9 1 (0.60%) AWS Lambda
Communications & Networking
1 11 (6.59%) Kerberos
2 2 (1.20%) Broadband
3 1 (0.60%) Internet
3 1 (0.60%) LDAP
Database & Business Intelligence
1 133 (79.64%) Hadoop
2 124 (74.25%) Big Data
3 120 (71.86%) Apache Hive
4 58 (34.73%) HBase
5 33 (19.76%) Data Warehouse
6 32 (19.16%) Apache Cassandra
6 32 (19.16%) MongoDB
7 31 (18.56%) NoSQL
8 27 (16.17%) Pentaho
9 26 (15.57%) SQL Server
10 24 (14.37%) Relational Database
11 23 (13.77%) Sqoop
12 21 (12.57%) Amazon Redshift
13 19 (11.38%) Data Mining
14 18 (10.78%) OLAP
15 17 (10.18%) RDBMS
16 15 (8.98%) Neo4j
16 15 (8.98%) PostgreSQL
17 14 (8.38%) MySQL
18 13 (7.78%) MariaDB
Development Applications
1 20 (11.98%) Talend Open Studio
2 11 (6.59%) Git (software)
3 4 (2.40%) Jenkins
4 3 (1.80%) ERwin
4 3 (1.80%) JIRA
4 3 (1.80%) Subversion
5 1 (0.60%) Maven
5 1 (0.60%) Vagrant
5 1 (0.60%) Yeoman
General
1 37 (22.16%) Finance
2 24 (14.37%) Banking
3 14 (8.38%) Retail
4 12 (7.19%) Marketing
5 10 (5.99%) Investment Banking
6 6 (3.59%) Games
7 5 (2.99%) Spanish Language
8 3 (1.80%) Electronics
8 3 (1.80%) Law
8 3 (1.80%) Legal
9 1 (0.60%) Telecoms
Job Titles
1 44 (26.35%) Data Engineer
2 38 (22.75%) Developer
3 19 (11.38%) Big Data Developer
3 19 (11.38%) Big Data Engineer
4 18 (10.78%) Architect
4 18 (10.78%) Data Architect
5 17 (10.18%) Consultant
5 17 (10.18%) Data Manager
6 15 (8.98%) Data Consultant
6 15 (8.98%) Software Engineer
7 12 (7.19%) Big Data Architect
8 11 (6.59%) Analytics Consultant
8 11 (6.59%) Data Analytics Consultant
8 11 (6.59%) SAS Consultant
9 10 (5.99%) Hadoop Developer
9 10 (5.99%) Hadoop Engineer
10 9 (5.39%) Big Data Manager
10 9 (5.39%) Cloud Developer
10 9 (5.39%) Python Software Engineer
11 8 (4.79%) Portfolio Manager
Libraries, Frameworks & Software Standards
1 44 (26.35%) Kafka
2 38 (22.75%) Web Services
3 19 (11.38%) JSON
4 15 (8.98%) .NET
5 13 (7.78%) MLlib
6 11 (6.59%) TensorFlow
7 10 (5.99%) Scrapy
8 9 (5.39%) HTML
8 9 (5.39%) REST
8 9 (5.39%) scikit-learn
9 8 (4.79%) GraphX
9 8 (4.79%) Serverless Framework
10 7 (4.19%) RESTful
11 5 (2.99%) AngularJS
11 5 (2.99%) Apache Avro
11 5 (2.99%) CSS
11 5 (2.99%) Node.js
11 5 (2.99%) XML
12 4 (2.40%) Angular 2
12 4 (2.40%) SAML
Miscellaneous
1 43 (25.75%) Analytical Skills
2 19 (11.38%) Foreign Exchange (FX)
3 17 (10.18%) Data Structures
4 16 (9.58%) Algorithms
5 14 (8.38%) Computer Science
6 6 (3.59%) Cyberthreat
7 5 (2.99%) Data Centre
7 5 (2.99%) Linux Command Line
8 3 (1.80%) Blog
8 3 (1.80%) Data Protection Act
8 3 (1.80%) Management Information System
9 2 (1.20%) Credit Risk
10 1 (0.60%) Cybercrime
10 1 (0.60%) Greenfield Project
10 1 (0.60%) User Experience
Operating Systems
1 31 (18.56%) Linux
2 10 (5.99%) Unix
3 5 (2.99%) Windows
4 1 (0.60%) Mesosphere
4 1 (0.60%) Red Hat Enterprise Linux
Processes & Methodologies
1 69 (41.32%) Analytics
2 67 (40.12%) Agile Software Development
3 56 (33.53%) MapReduce
4 52 (31.14%) Business Intelligence
5 44 (26.35%) Machine Learning
6 41 (24.55%) ETL
7 31 (18.56%) Data Modelling
8 30 (17.96%) Mathematics
9 28 (16.77%) Data Analysis
10 26 (15.57%) Software Engineering
10 26 (15.57%) Visualisation
11 23 (13.77%) Statistics
12 20 (11.98%) Data Architecture
13 19 (11.38%) Continuous Integration
13 19 (11.38%) Data Visualisation
13 19 (11.38%) Yield Management
14 18 (10.78%) Data Management
14 18 (10.78%) Microservices
15 16 (9.58%) Experimental Design
15 16 (9.58%) Scrum
Programming Languages
1 89 (53.29%) SQL
2 84 (50.30%) Python
3 59 (35.33%) Java
4 42 (25.15%) R
5 22 (13.17%) Scala
6 17 (10.18%) JavaScript
7 14 (8.38%) MATLAB
8 13 (7.78%) C#
9 9 (5.39%) C
10 8 (4.79%) Bash Shell
11 7 (4.19%) HiveQL
11 7 (4.19%) VBA
12 6 (3.59%) T-SQL
13 5 (2.99%) PHP
14 4 (2.40%) C++
14 4 (2.40%) Shell Script
15 3 (1.80%) Perl
15 3 (1.80%) PHP 5
15 3 (1.80%) PHP 7
16 1 (0.60%) Cypher
Qualifications
1 37 (22.16%) Degree
2 14 (8.38%) Numerate Degree
3 10 (5.99%) Security Cleared
4 9 (5.39%) DV Cleared
5 3 (1.80%) Computer Science Degree
5 3 (1.80%) Postgraduate
6 2 (1.20%) PhD
7 1 (0.60%) CCA
7 1 (0.60%) Citrix Certification
7 1 (0.60%) MCSA
7 1 (0.60%) MCSD
7 1 (0.60%) Microsoft Certification
7 1 (0.60%) SC Cleared
Quality Assurance & Compliance
1 25 (14.97%) Data Quality
2 2 (1.20%) GCP
3 1 (0.60%) Sarbanes-Oxley
System Software
1 47 (28.14%) Apache Flume
2 38 (22.75%) HDFS
3 2 (1.20%) Apache ZooKeeper
3 2 (1.20%) Cronacle
4 1 (0.60%) Docker
4 1 (0.60%) Virtual Machines
4 1 (0.60%) VirtualBox
Systems Management
1 25 (14.97%) Oozie
2 15 (8.98%) Kibana
3 4 (2.40%) Hadoop YARN
4 2 (1.20%) Control-M
5 1 (0.60%) Ambari
5 1 (0.60%) Ansible
5 1 (0.60%) Docker Swarm
5 1 (0.60%) Kubernetes
5 1 (0.60%) Systems Management Server (SMS)
5 1 (0.60%) Tivoli
5 1 (0.60%) yum
Vendors
1 52 (31.14%) Cloudera
2 39 (23.35%) Tableau
3 20 (11.98%) Talend
4 19 (11.38%) TIBCO
5 14 (8.38%) MicroStrategy
5 14 (8.38%) Oracle
6 10 (5.99%) Informatica
6 10 (5.99%) MapR
7 8 (4.79%) Ab Initio
7 8 (4.79%) Microsoft
8 7 (4.19%) Hortonworks
9 6 (3.59%) Atlassian
10 4 (2.40%) Cognos
11 3 (1.80%) CA Agile Central
11 3 (1.80%) Cisco
11 3 (1.80%) IBM
11 3 (1.80%) SAP
11 3 (1.80%) Zend
12 2 (1.20%) Apigee
12 2 (1.20%) CA