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 23 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
23 Mar 2017
Same period 2016 Same period 2015
Cloudera Impala
UK
Rank 769 827 906
Rank change year-on-year +58 +79  
Permanent jobs citing Impala 80 119 50
As % of all permanent IT jobs advertised in the UK 0.096% 0.12% 0.047%
As % of the Database & Business Intelligence category 0.31% 0.37% 0.15%
Number of salaries quoted 71 86 40
Median salary £68,250 £65,000 £65,000
Median salary % change year-on-year +5.00% -  
90% offered a salary of more than £42,500 £54,000 £32,500
10% offered a salary of more than £100,000 £100,000 £90,500
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 25702 31812 32970
As % of all permanent IT job vacancies advertised in the UK 30.69% 31.01% 31.32%
Number of salaries quoted 21790 27061 27928
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 23 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 23 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 +60 80 £68,250 +5.00% 14
London +57 53 £70,000 - 8
North West - 9 £53,750 - 3
South East +73 8 £42,500 - 2
Cheshire - 5 £55,000 - 2
Surrey - 5 £42,500 -
South West +25 4 £65,000 +20.37% 1
East of England - 4 £42,500 -
Wiltshire - 4 £65,000 -
Swindon - 4 £65,000 -
City of London +53 3 £100,000 +48.14% 2
Milton Keynes - 3 £42,500 -
Chester - 3 £55,000 - 2
Ipswich - 3 £42,500 -
Manchester - 3 £52,500 - 1
Buckinghamshire - 3 £42,500 -
Suffolk - 3 £42,500 -
West Midlands +5 2 - -
Cobham - 2 £42,500 -
Staines - 2 - -
Crewe - 1 £55,000 -
Luton - 1 - -
Birmingham - 1 - -
Coventry - 1 - -
Canary Wharf - 1 - -
Bedfordshire - 1 - -

Impala
Top 30 Related IT Skills

For the 6 months to 23 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.

1 149 (91.98%) Apache Spark
2 135 (83.33%) Hadoop
3 129 (79.63%) Big Data
4 112 (69.14%) Apache Hive
5 79 (48.77%) Finance
6 78 (48.15%) Java
7 73 (45.06%) SQL
8 71 (43.83%) Python
9 64 (39.51%) HBase
10 61 (37.65%) Apache Pig
11 55 (33.95%) MapReduce
12 52 (32.10%) Agile Software Development
13 51 (31.48%) Amazon AWS
14 50 (30.86%) Business Intelligence
14 50 (30.86%) Analytics
15 48 (29.63%) Banking
16 44 (27.16%) MongoDB
17 40 (24.69%) Kafka
18 36 (22.22%) Neo4j
18 36 (22.22%) SQL Server
19 35 (21.60%) Apache Flume
20 33 (20.37%) Apache Cassandra
21 31 (19.14%) Pentaho
21 31 (19.14%) Tableau
21 31 (19.14%) Degree
22 29 (17.90%) R
22 29 (17.90%) Scala
22 29 (17.90%) C++
22 29 (17.90%) Linux
22 29 (17.90%) Oozie

Impala
Top Related 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
1 149 (91.98%) Apache Spark
2 61 (37.65%) Apache Pig
3 24 (14.81%) Apache
4 23 (14.20%) SAS
5 15 (9.26%) Elasticsearch
6 11 (6.79%) Apache Airflow
7 6 (3.70%) Apache Solr
8 1 (0.62%) Liferay
Applications
1 4 (2.47%) SPSS
2 1 (0.62%) MS Excel
Business Applications
1 3 (1.85%) 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 51 (31.48%) Amazon AWS
2 11 (6.79%) Amazon Kinesis
3 7 (4.32%) Amazon EMR
4 6 (3.70%) Amazon EC2
4 6 (3.70%) Amazon S3
5 4 (2.47%) Microsoft Azure
6 2 (1.23%) SaaS
7 1 (0.62%) AWS Lambda
7 1 (0.62%) Cloud Computing
7 1 (0.62%) GitHub
7 1 (0.62%) Google Cloud Platform
Communications & Networking
1 16 (9.88%) TCP/IP
2 3 (1.85%) Kerberos
3 2 (1.23%) HTTP
3 2 (1.23%) SSL
4 1 (0.62%) Internet
Database & Business Intelligence
1 135 (83.33%) Hadoop
2 129 (79.63%) Big Data
3 112 (69.14%) Apache Hive
4 64 (39.51%) HBase
5 44 (27.16%) MongoDB
6 36 (22.22%) Neo4j
6 36 (22.22%) SQL Server
7 33 (20.37%) Apache Cassandra
8 31 (19.14%) Pentaho
9 21 (12.96%) Data Warehouse
9 21 (12.96%) Sqoop
10 20 (12.35%) PostgreSQL
11 19 (11.73%) OLAP
11 19 (11.73%) Relational Database
12 17 (10.49%) RDBMS
13 16 (9.88%) Berkeley DB
14 14 (8.64%) MySQL
14 14 (8.64%) NoSQL
15 12 (7.41%) Amazon Redshift
15 12 (7.41%) MariaDB
Development Applications
1 13 (8.02%) Git (software)
2 9 (5.56%) Jenkins
2 9 (5.56%) Toad
3 6 (3.70%) Vagrant
3 6 (3.70%) Yeoman
4 5 (3.09%) Maven
5 3 (1.85%) Subversion
5 3 (1.85%) Talend Open Studio
6 2 (1.23%) Ant
6 2 (1.23%) Eclipse
6 2 (1.23%) JUnit
6 2 (1.23%) TestNG
7 1 (0.62%) ERwin
7 1 (0.62%) JIRA
7 1 (0.62%) MSI
General
1 79 (48.77%) Finance
2 48 (29.63%) Banking
3 28 (17.28%) Investment Banking
4 16 (9.88%) Marketing
5 7 (4.32%) Manufacturing
5 7 (4.32%) Retail
5 7 (4.32%) Telecoms
6 6 (3.70%) Electronics
7 1 (0.62%) Advertising
7 1 (0.62%) Corporate Banking
7 1 (0.62%) Financial Institution
7 1 (0.62%) Front Office
7 1 (0.62%) Legal
Job Titles
1 54 (33.33%) Developer
2 36 (22.22%) Data Engineer
3 32 (19.75%) Architect
4 28 (17.28%) Data Architect
5 24 (14.81%) Big Data Developer
5 24 (14.81%) Senior Developer
6 22 (13.58%) C++ Developer
7 20 (12.35%) Consultant
7 20 (12.35%) Data Consultant
8 19 (11.73%) Big Data Architect
9 16 (9.88%) Big Data Consultant
9 16 (9.88%) Big Data Engineer
10 15 (9.26%) Scala Developer
10 15 (9.26%) Senior Big Data Developer
11 13 (8.02%) Apache Spark Developer
11 13 (8.02%) Investment Banking C++ Developer
12 12 (7.41%) Data Scientist
13 9 (5.56%) Senior Scala Developer
13 9 (5.56%) Software Engineer
14 8 (4.94%) Programmer
Libraries, Frameworks & Software Standards
1 40 (24.69%) Kafka
2 28 (17.28%) Web Services
3 21 (12.96%) WPF
4 14 (8.64%) .NET
4 14 (8.64%) Java EE
5 13 (8.02%) STL
6 11 (6.79%) Scrapy
7 8 (4.94%) GraphX
7 8 (4.94%) Natural Language Processing
7 8 (4.94%) scikit-learn
7 8 (4.94%) Serverless Framework
8 6 (3.70%) Akka
8 6 (3.70%) Cascalog
8 6 (3.70%) D3.js
8 6 (3.70%) Pandas
8 6 (3.70%) SciPy
9 5 (3.09%) DCOM
10 4 (2.47%) AngularJS
10 4 (2.47%) Cascading
10 4 (2.47%) REST
Miscellaneous
1 25 (15.43%) Analytical Skills
2 18 (11.11%) Computer Science
3 9 (5.56%) Replication
4 7 (4.32%) Fintech
5 5 (3.09%) Hedge funds
6 4 (2.47%) Algorithms
6 4 (2.47%) Credit Risk
7 3 (1.85%) Smartphone
8 2 (1.23%) 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 (17.90%) Linux
2 7 (4.32%) Windows
3 6 (3.70%) Unix
4 3 (1.85%) Windows XP
5 1 (0.62%) AIX
Processes & Methodologies
1 55 (33.95%) MapReduce
2 52 (32.10%) Agile Software Development
3 50 (30.86%) Analytics
3 50 (30.86%) Business Intelligence
4 27 (16.67%) Data Management
5 26 (16.05%) Data Integration
5 26 (16.05%) TDD
6 25 (15.43%) Unit Testing
7 23 (14.20%) Data Modelling
8 22 (13.58%) Data Analysis
8 22 (13.58%) Data Architecture
8 22 (13.58%) ETL
9 21 (12.96%) Multithreading
10 17 (10.49%) Visualisation
11 16 (9.88%) Mathematics
12 14 (8.64%) Mentoring
12 14 (8.64%) Open Source
13 13 (8.02%) Performance Tuning
13 13 (8.02%) SDLC
13 13 (8.02%) Software Engineering
Programming Languages
1 78 (48.15%) Java
2 73 (45.06%) SQL
3 71 (43.83%) Python
4 29 (17.90%) C++
4 29 (17.90%) R
4 29 (17.90%) Scala
5 24 (14.81%) C#
6 8 (4.94%) Bash Shell
7 7 (4.32%) C
8 6 (3.70%) Clojure
8 6 (3.70%) Cypher
8 6 (3.70%) Shell Script
8 6 (3.70%) VBA
9 5 (3.09%) JavaScript
10 2 (1.23%) PHP
10 2 (1.23%) T-SQL
11 1 (0.62%) Perl
11 1 (0.62%) PHP 5
11 1 (0.62%) PHP 7
Qualifications
1 31 (19.14%) Degree
2 5 (3.09%) 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 (7.41%) Data Quality
2 2 (1.23%) IAS 39
2 2 (1.23%) IFRS
2 2 (1.23%) IFRS 9
3 1 (0.62%) Basel III
3 1 (0.62%) Dodd-Frank
3 1 (0.62%) GCP
3 1 (0.62%) QA
System Software
1 35 (21.60%) Apache Flume
2 27 (16.67%) HDFS
3 7 (4.32%) Virtual Machines
4 6 (3.70%) VirtualBox
5 3 (1.85%) Apache ZooKeeper
6 2 (1.23%) Docker
6 2 (1.23%) Oracle RAC
Systems Management
1 29 (17.90%) Oozie
2 11 (6.79%) Kibana
3 5 (3.09%) Hadoop YARN
4 3 (1.85%) Tivoli
5 2 (1.23%) Opscode Chef
5 2 (1.23%) Puppet
Vendors
1 31 (19.14%) Tableau
2 28 (17.28%) TIBCO
3 21 (12.96%) Oracle
4 14 (8.64%) Cloudera
5 8 (4.94%) Microsoft
6 6 (3.70%) SAP
7 5 (3.09%) Actian
7 5 (3.09%) Informatica
7 5 (3.09%) MicroStrategy
7 5 (3.09%) Teradata
8 4 (2.47%) IBM
9 3 (1.85%) MapR
9 3 (1.85%) Talend
10 2 (1.23%) Ab Initio
10 2 (1.23%) Cognos
10 2 (1.23%) Hortonworks
10 2 (1.23%) Vertica
11 1 (0.62%) Cisco
11 1 (0.62%) Google
11 1 (0.62%) JD Edwards
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