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 3 months to 29 March 2017 with a comparison to the same period in the previous 2 years.

Cloudera Impala
UK
3 months to
29 Mar 2017
Same period 2016 Same period 2015
Rank 774 826 899
Rank change year-on-year +52 +73  
Permanent jobs citing Impala 78 124 55
As % of all permanent IT jobs advertised in the UK 0.091% 0.12% 0.051%
As % of the Database & Business Intelligence category 0.30% 0.38% 0.16%
Number of salaries quoted 69 91 44
Median salary £65,000 £65,000 £66,250
Median salary % change year-on-year - -1.88%  
90% offered a salary of more than £42,500 £54,000 £32,500
10% offered a salary of more than £98,000 £100,000 £95,000
UK excluding London median salary £52,500 £57,500 £37,500
% change year-on-year -8.69% +53.33%  

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

Database & Business Intelligence Skills
UK
Permanent job vacancies with a requirement for database and business intelligence skills 26318 32238 33505
As % of all permanent IT job vacancies advertised in the UK 30.81% 30.88% 31.29%
Number of salaries quoted 22323 27477 28389
Median salary £47,500 £50,000 £45,000
Median salary % change year-on-year -5.00% +11.11%  
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £72,500 £70,000 £70,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Impala
Job Vacancy Trend

The job posting trend of jobs advertised citing Impala as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

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 3 months to 29 March 2017.

Salary histogram for Impala in the UK

Impala
Top 26 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 3 months to 29 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +34 78 £65,000 - 12
London +34 50 £70,000 +1.81% 9
North West - 10 £55,000 - 1
South East +70 8 £42,500 - 2
Cheshire - 6 £55,000 -
Surrey - 5 £42,500 -
City of London +48 4 £84,125 +24.62% 2
South West +29 4 £65,000 +20.37%
East of England - 4 £42,500 -
Chester - 4 £55,000 -
Wiltshire - 4 £65,000 -
Swindon - 4 £65,000 -
Manchester - 3 £52,500 - 1
Buckinghamshire - 3 £42,500 - 1
Ipswich - 3 £42,500 -
Milton Keynes - 3 £42,500 - 1
Suffolk - 3 £42,500 -
West Midlands +7 2 - -
Cobham - 2 £42,500 -
Staines - 2 - -
Crewe - 1 £55,000 -
Luton - 1 - -
Birmingham - 1 - -
Coventry - 1 - -
Canary Wharf - 1 - -
Bedfordshire - 1 - -

For the 6 months to 29 March 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.

1 148 (91.93%) Apache Spark
2 134 (83.23%) Hadoop
3 129 (80.12%) Big Data
4 110 (68.32%) Apache Hive
5 77 (47.83%) Java
6 75 (46.58%) Finance
7 73 (45.34%) SQL
8 71 (44.10%) Python
9 66 (40.99%) HBase
10 60 (37.27%) Apache Pig
11 56 (34.78%) MapReduce
12 52 (32.30%) Business Intelligence
12 52 (32.30%) Agile Software Development
13 50 (31.06%) Amazon AWS
14 49 (30.43%) Analytics
15 46 (28.57%) Banking
16 43 (26.71%) MongoDB
17 42 (26.09%) Kafka
18 36 (22.36%) SQL Server
19 35 (21.74%) Apache Flume
19 35 (21.74%) Neo4j
20 33 (20.50%) Apache Cassandra
21 32 (19.88%) Tableau
22 31 (19.25%) Pentaho
22 31 (19.25%) Degree
23 29 (18.01%) Scala
23 29 (18.01%) Linux
23 29 (18.01%) Oozie
23 29 (18.01%) HDFS
24 28 (17.39%) Web Services

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
1 148 (91.93%) Apache Spark
2 60 (37.27%) Apache Pig
3 23 (14.29%) Apache
4 22 (13.66%) SAS
5 15 (9.32%) Elasticsearch
6 11 (6.83%) Apache Airflow
7 6 (3.73%) Apache Solr
8 1 (0.62%) Liferay
Applications
1 3 (1.86%) SPSS
2 1 (0.62%) MS Excel
Business Applications
1 3 (1.86%) SAP Oil and Gas
2 1 (0.62%) Dynamics AX
2 1 (0.62%) Dynamics NAV
2 1 (0.62%) Oracle Applications
Cloud Services
1 50 (31.06%) Amazon AWS
2 11 (6.83%) Amazon Kinesis
3 6 (3.73%) Amazon EMR
4 5 (3.11%) Amazon EC2
4 5 (3.11%) Amazon S3
4 5 (3.11%) Microsoft Azure
5 2 (1.24%) SaaS
6 1 (0.62%) AWS Lambda
6 1 (0.62%) Cloud Computing
6 1 (0.62%) GitHub
6 1 (0.62%) Google Cloud Platform
Communications & Networking
1 16 (9.94%) TCP/IP
2 3 (1.86%) Kerberos
3 2 (1.24%) HTTP
3 2 (1.24%) SSL
4 1 (0.62%) Internet
Database & Business Intelligence
1 134 (83.23%) Hadoop
2 129 (80.12%) Big Data
3 110 (68.32%) Apache Hive
4 66 (40.99%) HBase
5 43 (26.71%) MongoDB
6 36 (22.36%) SQL Server
7 35 (21.74%) Neo4j
8 33 (20.50%) Apache Cassandra
9 31 (19.25%) Pentaho
10 23 (14.29%) Data Warehouse
11 21 (13.04%) Sqoop
12 20 (12.42%) Relational Database
13 19 (11.80%) OLAP
13 19 (11.80%) PostgreSQL
14 18 (11.18%) RDBMS
15 16 (9.94%) Berkeley DB
16 15 (9.32%) NoSQL
17 14 (8.70%) MySQL
18 12 (7.45%) Amazon Redshift
18 12 (7.45%) MariaDB
Development Applications
1 12 (7.45%) Git (software)
2 9 (5.59%) Toad
3 8 (4.97%) Jenkins
4 5 (3.11%) Maven
4 5 (3.11%) Vagrant
4 5 (3.11%) Yeoman
5 4 (2.48%) Talend Open Studio
6 3 (1.86%) Subversion
7 2 (1.24%) Ant
7 2 (1.24%) Eclipse
7 2 (1.24%) ERwin
7 2 (1.24%) JUnit
7 2 (1.24%) TestNG
8 1 (0.62%) JIRA
8 1 (0.62%) MSI
General
1 75 (46.58%) Finance
2 46 (28.57%) Banking
3 28 (17.39%) Investment Banking
4 16 (9.94%) Marketing
5 6 (3.73%) Electronics
5 6 (3.73%) Manufacturing
5 6 (3.73%) Telecoms
6 5 (3.11%) Retail
7 2 (1.24%) Legal
8 1 (0.62%) Advertising
8 1 (0.62%) Corporate Banking
8 1 (0.62%) Financial Institution
8 1 (0.62%) Front Office
Job Titles
1 52 (32.30%) Developer
2 38 (23.60%) Data Engineer
3 33 (20.50%) Architect
4 29 (18.01%) Data Architect
5 24 (14.91%) Big Data Developer
6 22 (13.66%) Senior Developer
7 20 (12.42%) Big Data Architect
7 20 (12.42%) C++ Developer
8 19 (11.80%) Consultant
8 19 (11.80%) Data Consultant
9 16 (9.94%) Big Data Consultant
9 16 (9.94%) Big Data Engineer
10 15 (9.32%) Scala Developer
10 15 (9.32%) Senior Big Data Developer
11 13 (8.07%) Apache Spark Developer
11 13 (8.07%) Investment Banking C++ Developer
12 11 (6.83%) Data Scientist
13 9 (5.59%) Senior Scala Developer
13 9 (5.59%) Software Engineer
14 8 (4.97%) Programmer
Libraries, Frameworks & Software Standards
1 42 (26.09%) Kafka
2 28 (17.39%) Web Services
3 19 (11.80%) WPF
4 14 (8.70%) .NET
4 14 (8.70%) Java EE
5 13 (8.07%) STL
6 11 (6.83%) Scrapy
7 8 (4.97%) GraphX
7 8 (4.97%) Serverless Framework
8 7 (4.35%) Natural Language Processing
8 7 (4.35%) scikit-learn
9 6 (3.73%) Akka
10 5 (3.11%) Cascalog
10 5 (3.11%) D3.js
10 5 (3.11%) Pandas
10 5 (3.11%) SciPy
11 4 (2.48%) AngularJS
11 4 (2.48%) Apache Avro
11 4 (2.48%) Cascading
11 4 (2.48%) REST
Miscellaneous
1 24 (14.91%) Analytical Skills
2 16 (9.94%) Computer Science
3 9 (5.59%) Replication
4 7 (4.35%) Fintech
5 5 (3.11%) Hedge funds
6 4 (2.48%) Algorithms
7 3 (1.86%) Credit Risk
7 3 (1.86%) Smartphone
8 2 (1.24%) Reference Data
9 1 (0.62%) Credit Derivative
9 1 (0.62%) Data Structures
9 1 (0.62%) Derivative
9 1 (0.62%) Equities
9 1 (0.62%) Foreign Exchange (FX)
9 1 (0.62%) Linux Command Line
9 1 (0.62%) User Experience
Operating Systems
1 29 (18.01%) Linux
2 7 (4.35%) Windows
3 5 (3.11%) Unix
4 3 (1.86%) Windows XP
5 1 (0.62%) AIX
Processes & Methodologies
1 56 (34.78%) MapReduce
2 52 (32.30%) Agile Software Development
2 52 (32.30%) Business Intelligence
3 49 (30.43%) Analytics
4 27 (16.77%) Data Management
5 25 (15.53%) ETL
6 24 (14.91%) Data Architecture
6 24 (14.91%) Data Integration
6 24 (14.91%) Data Modelling
6 24 (14.91%) TDD
6 24 (14.91%) Unit Testing
7 22 (13.66%) Data Analysis
8 19 (11.80%) Multithreading
9 17 (10.56%) Mathematics
10 16 (9.94%) Visualisation
11 15 (9.32%) Mentoring
12 13 (8.07%) Data Cleansing
12 13 (8.07%) Open Source
12 13 (8.07%) Performance Tuning
12 13 (8.07%) SDLC
Programming Languages
1 77 (47.83%) Java
2 73 (45.34%) SQL
3 71 (44.10%) Python
4 29 (18.01%) Scala
5 28 (17.39%) R
6 27 (16.77%) C++
7 22 (13.66%) C#
8 7 (4.35%) Bash Shell
8 7 (4.35%) C
9 6 (3.73%) Shell Script
10 5 (3.11%) Clojure
10 5 (3.11%) Cypher
10 5 (3.11%) JavaScript
10 5 (3.11%) VBA
11 2 (1.24%) PHP
11 2 (1.24%) T-SQL
12 1 (0.62%) Perl
12 1 (0.62%) PHP 5
12 1 (0.62%) PHP 7
Qualifications
1 31 (19.25%) Degree
2 4 (2.48%) PhD
3 1 (0.62%) CCA
3 1 (0.62%) Citrix Certification
3 1 (0.62%) MCSA
3 1 (0.62%) MCSD
3 1 (0.62%) Microsoft Certification
3 1 (0.62%) Postgraduate
Quality Assurance & Compliance
1 12 (7.45%) Data Quality
2 1 (0.62%) Basel III
2 1 (0.62%) Dodd-Frank
2 1 (0.62%) GCP
2 1 (0.62%) IAS 39
2 1 (0.62%) IFRS
2 1 (0.62%) IFRS 9
2 1 (0.62%) QA
System Software
1 35 (21.74%) Apache Flume
2 29 (18.01%) HDFS
3 6 (3.73%) Virtual Machines
4 5 (3.11%) VirtualBox
5 3 (1.86%) Apache ZooKeeper
6 2 (1.24%) Docker
6 2 (1.24%) Oracle RAC
Systems Management
1 29 (18.01%) Oozie
2 11 (6.83%) Kibana
3 5 (3.11%) Hadoop YARN
4 2 (1.24%) Opscode Chef
4 2 (1.24%) Puppet
4 2 (1.24%) Tivoli
Vendors
1 32 (19.88%) Tableau
2 28 (17.39%) TIBCO
3 20 (12.42%) Oracle
4 15 (9.32%) Cloudera
5 8 (4.97%) Microsoft
6 6 (3.73%) Informatica
7 5 (3.11%) Actian
7 5 (3.11%) IBM
7 5 (3.11%) MicroStrategy
7 5 (3.11%) SAP
8 4 (2.48%) Talend
8 4 (2.48%) Teradata
9 3 (1.86%) MapR
10 2 (1.24%) Ab Initio
10 2 (1.24%) Cisco
10 2 (1.24%) Cognos
10 2 (1.24%) Hortonworks
10 2 (1.24%) Vertica
11 1 (0.62%) Google
11 1 (0.62%) JD Edwards
London
Salt
Salary: £50000.00 - £55000.00 per annum
Posted: 6 days ago
London
Engage PSG
Salary: £65000 - £75000 per annum + stock options
Posted: 2 days ago
London
Churchill Frank
Salary: £50000 - £70000 per annum
Posted: 7 days ago
City, London
Venturi
Salary: £65000 - £71500 per annum + benefits
Posted: 6 days ago
City of London
Computer Futures
Salary: competitive
Posted: 13 days ago
London
Engage PSG
Salary: £65000 - £75000 per annum + equity, benefits
Posted: 5 days ago
London
Computer Futures
Salary: competitive
Posted: 20 days ago
Salford, Lancashire
Raytheon Systems Ltd
Posted: 23 days ago