Period
to 21 October 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 21 October 2017 with a comparison to the same period in the previous 2 years.

Cloudera Impala
UK
6 months to
21 Oct 2017
Same period 2016 Same period 2015
Rank 1018 1085 1171
Rank change year-on-year +67 +86 +68
Permanent jobs citing Impala 160 137 131
As % of all permanent IT jobs advertised in the UK 0.092% 0.072% 0.060%
As % of the Database & Business Intelligence category 0.30% 0.24% 0.19%
Number of salaries quoted 87 96 123
UK median annual salary £57,500 £80,000 £70,000
Median salary % change year-on-year -28.13% +14.29% +7.69%
10th Percentile £32,900 £47,500 £52,500
90th Percentile £105,000 £115,000 £92,500
UK excluding London median annual salary £47,500 £55,000 £67,500
% change year-on-year -13.64% -18.52% -

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 53070 56594 69157
As % of all permanent IT jobs advertised in the UK 30.49% 29.62% 31.57%
Number of salaries quoted 43594 48176 58326
UK median annual salary £48,000 £47,500 £45,000
Median salary % change year-on-year +1.05% +5.56% -
10th Percentile £30,000 £28,750 £28,000
90th Percentile £77,500 £76,250 £73,750
UK excluding London median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% -

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 21 October 2017.

Salary histogram for Impala in the UK

Impala
Top 12 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 21 October 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 +94 159 £56,750 -29.06% 11
UK excluding London +79 86 £47,500 -13.64% 5
London +19 74 £62,500 -24.24% 6
South East +92 38 £50,000 -11.11% 2
East of England +41 29 £35,000 -56.25% 1
North of England +19 11 £80,000 +6.67%
North West -8 10 £80,000 +6.67%
South West -2 5 £39,991 -25.94%
Midlands +23 2 £42,250 -23.18% 2
West Midlands +3 2 £42,250 -23.18%
Yorkshire +21 1 - -
Scotland -21 1 £57,500 -

For the 6 months to 21 October 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.

1 146 (91.25%) Apache Spark
2 134 (83.75%) Hadoop
3 123 (76.88%) Big Data
4 119 (74.38%) Apache Hive
5 90 (56.25%) SQL
6 86 (53.75%) Python
7 79 (49.38%) Analytics
8 65 (40.63%) Java
8 65 (40.63%) Agile Software Development
9 60 (37.50%) HBase
9 60 (37.50%) Amazon AWS
10 56 (35.00%) MapReduce
11 55 (34.38%) Cloudera
12 53 (33.13%) Analytical Skills
13 51 (31.88%) Apache Flume
14 47 (29.38%) Machine Learning
15 46 (28.75%) Business Intelligence
16 44 (27.50%) Kafka
17 42 (26.25%) Web Services
17 42 (26.25%) Degree
18 41 (25.63%) Tableau
19 40 (25.00%) R
20 38 (23.75%) Finance
21 37 (23.13%) Apache Pig
21 37 (23.13%) ETL
21 37 (23.13%) Visualisation
22 35 (21.88%) Apache Cassandra
22 35 (21.88%) Data Modelling
22 35 (21.88%) Data Warehouse
23 33 (20.63%) SAS

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
1 146 (91.25%) Apache Spark
2 37 (23.13%) Apache Pig
3 33 (20.63%) SAS
4 13 (8.13%) Apache
4 13 (8.13%) Elasticsearch
5 5 (3.13%) Apache Airflow
6 4 (2.50%) Apache Solr
7 3 (1.88%) Oracle SOA Suite
8 2 (1.25%) Oracle Coherence
9 1 (0.63%) OpenStack
Applications
1 9 (5.63%) Microsoft Excel
2 3 (1.88%) SPSS
3 2 (1.25%) GNU Octave
3 2 (1.25%) Microsoft PowerPoint
4 1 (0.63%) MS Visio
Business Applications
1 1 (0.63%) Oracle Applications
Cloud Services
1 60 (37.50%) Amazon AWS
2 13 (8.13%) Amazon EMR
3 11 (6.88%) Amazon Kinesis
4 10 (6.25%) SaaS
5 6 (3.75%) Google Cloud Platform
6 4 (2.50%) Cloud Computing
7 3 (1.88%) IaaS
7 3 (1.88%) PaaS
7 3 (1.88%) Serverless
8 1 (0.63%) Amazon S3
8 1 (0.63%) GitHub
Communications & Networking
1 7 (4.38%) Kerberos
2 2 (1.25%) HTTP
3 1 (0.63%) LDAP
Database & Business Intelligence
1 134 (83.75%) Hadoop
2 123 (76.88%) Big Data
3 119 (74.38%) Apache Hive
4 60 (37.50%) HBase
5 35 (21.88%) Apache Cassandra
5 35 (21.88%) Data Warehouse
6 30 (18.75%) MongoDB
7 27 (16.88%) SQL Server
8 26 (16.25%) NoSQL
9 25 (15.63%) Pentaho
10 24 (15.00%) Sqoop
11 23 (14.38%) Relational Database
12 19 (11.88%) Data Mining
13 13 (8.13%) Amazon Redshift
13 13 (8.13%) Cloudera CDH
13 13 (8.13%) Neo4j
14 10 (6.25%) QlikView
14 10 (6.25%) Redis
15 9 (5.63%) MySQL
15 9 (5.63%) SQL Server Integration Services
Development Applications
1 17 (10.63%) Talend Open Studio
2 8 (5.00%) Git (software)
3 4 (2.50%) Jenkins
4 3 (1.88%) Artifactory
4 3 (1.88%) Maven
4 3 (1.88%) Vagrant
5 2 (1.25%) JIRA
General
1 38 (23.75%) Finance
2 20 (12.50%) Banking
2 20 (12.50%) Retail
3 13 (8.13%) Marketing
4 7 (4.38%) Investment Banking
5 5 (3.13%) Games
5 5 (3.13%) Spanish Language
6 4 (2.50%) Advertising
7 3 (1.88%) Electronics
7 3 (1.88%) Law
8 2 (1.25%) Telecoms
9 1 (0.63%) Front Office
9 1 (0.63%) Pharmaceutical
9 1 (0.63%) Retail Banking
Job Titles
1 41 (25.63%) Developer
2 38 (23.75%) Data Engineer
3 20 (12.50%) Big Data Engineer
4 19 (11.88%) Big Data Developer
5 18 (11.25%) Data Manager
6 17 (10.63%) Architect
6 17 (10.63%) Data Architect
7 16 (10.00%) Consultant
8 14 (8.75%) Data Consultant
9 12 (7.50%) Data Scientist
10 11 (6.88%) Analytics Consultant
10 11 (6.88%) Data Analytics Consultant
10 11 (6.88%) SAS Consultant
11 10 (6.25%) Software Engineer
12 9 (5.63%) Big Data Manager
12 9 (5.63%) Hadoop Developer
13 8 (5.00%) Analytics Manager
13 8 (5.00%) Cloud Developer
13 8 (5.00%) Portfolio Manager
14 7 (4.38%) Data Analytics Manager
Libraries, Frameworks & Software Standards
1 44 (27.50%) Kafka
2 42 (26.25%) Web Services
3 17 (10.63%) JSON
4 14 (8.75%) .NET
5 13 (8.13%) TensorFlow
6 12 (7.50%) REST
7 10 (6.25%) scikit-learn
8 9 (5.63%) HTML
8 9 (5.63%) MLlib
9 8 (5.00%) CSS
9 8 (5.00%) Spark Streaming
9 8 (5.00%) XML
10 7 (4.38%) AngularJS
10 7 (4.38%) Node.js
11 6 (3.75%) Angular 2
12 5 (3.13%) Apache Avro
13 4 (2.50%) NumPy
14 3 (1.88%) D3.js
14 3 (1.88%) Natural Language Processing
14 3 (1.88%) RESTful
Miscellaneous
1 53 (33.13%) Analytical Skills
2 26 (16.25%) Computer Science
3 24 (15.00%) Algorithms
4 20 (12.50%) Data Structures
5 19 (11.88%) Foreign Exchange (FX)
6 9 (5.63%) Data Centre
7 6 (3.75%) Cyberthreat
8 4 (2.50%) Greenfield Project
9 3 (1.88%) Blog
9 3 (1.88%) Data Protection Act
9 3 (1.88%) Management Information System
10 2 (1.25%) Credit Risk
10 2 (1.25%) Linux Command Line
11 1 (0.63%) Cybercrime
11 1 (0.63%) Hybrid Cloud
11 1 (0.63%) Replication
11 1 (0.63%) User Experience
11 1 (0.63%) Virtual Team
Operating Systems
1 31 (19.38%) Linux
2 14 (8.75%) Unix
3 3 (1.88%) Windows
4 1 (0.63%) Android
4 1 (0.63%) Mesosphere
4 1 (0.63%) Red Hat Enterprise Linux
Processes & Methodologies
1 79 (49.38%) Analytics
2 65 (40.63%) Agile Software Development
3 56 (35.00%) MapReduce
4 47 (29.38%) Machine Learning
5 46 (28.75%) Business Intelligence
6 37 (23.13%) ETL
6 37 (23.13%) Visualisation
7 35 (21.88%) Data Modelling
8 31 (19.38%) Mathematics
9 29 (18.13%) Software Engineering
10 26 (16.25%) Data Visualisation
11 23 (14.38%) Data Management
12 22 (13.75%) Data Architecture
13 19 (11.88%) Continuous Integration
13 19 (11.88%) Strategic Thinking
13 19 (11.88%) Yield Management
14 18 (11.25%) Statistical Modelling
15 17 (10.63%) Customer Analytics
15 17 (10.63%) Scrum
15 17 (10.63%) Statistics
Programming Languages
1 90 (56.25%) SQL
2 86 (53.75%) Python
3 65 (40.63%) Java
4 40 (25.00%) R
5 28 (17.50%) Scala
6 20 (12.50%) JavaScript
7 14 (8.75%) MATLAB
8 13 (8.13%) C#
9 9 (5.63%) C
10 8 (5.00%) Bash Shell
10 8 (5.00%) VBA
11 7 (4.38%) HiveQL
12 4 (2.50%) T-SQL
13 3 (1.88%) C++
14 2 (1.25%) Perl
15 1 (0.63%) PHP
15 1 (0.63%) PL/SQL
15 1 (0.63%) Shell Script
15 1 (0.63%) VB
15 1 (0.63%) VB.NET
Qualifications
1 42 (26.25%) Degree
2 12 (7.50%) Computer Science Degree
2 12 (7.50%) Numerate Degree
3 11 (6.88%) Security Cleared
4 10 (6.25%) DV Cleared
5 4 (2.50%) PhD
6 3 (1.88%) Postgraduate
7 1 (0.63%) SC Cleared
Quality Assurance & Compliance
1 29 (18.13%) Data Quality
2 4 (2.50%) QA
3 2 (1.25%) GCP
3 2 (1.25%) SLA
System Software
1 51 (31.88%) Apache Flume
2 33 (20.63%) HDFS
3 6 (3.75%) Docker
4 1 (0.63%) Apache ZooKeeper
4 1 (0.63%) Cronacle
4 1 (0.63%) MapR-FS
Systems Management
1 26 (16.25%) Oozie
2 8 (5.00%) Kibana
3 7 (4.38%) Hadoop YARN
4 4 (2.50%) Nagios
5 3 (1.88%) Ansible
6 1 (0.63%) Ambari
6 1 (0.63%) Control-M
6 1 (0.63%) Docker Swarm
6 1 (0.63%) Kubernetes
6 1 (0.63%) Systems Management Server (SMS)
6 1 (0.63%) yum
Vendors
1 55 (34.38%) Cloudera
2 41 (25.63%) Tableau
3 22 (13.75%) TIBCO
4 17 (10.63%) Talend
5 13 (8.13%) MicroStrategy
5 13 (8.13%) Oracle
6 11 (6.88%) Hortonworks
6 11 (6.88%) MapR
7 9 (5.63%) Ab Initio
8 8 (5.00%) Microsoft
9 6 (3.75%) Atlassian
9 6 (3.75%) Informatica
10 3 (1.88%) Cognos
10 3 (1.88%) SAP
11 2 (1.25%) Adobe
11 2 (1.25%) CA
11 2 (1.25%) CA Agile Central
11 2 (1.25%) Perforce
11 2 (1.25%) Teradata
12 1 (0.63%) EXASOL