Impala Jobs

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 22 June 2017 with a comparison to the same period in the previous 2 years.

Cloudera Impala UK
Location	3 months to 22 Jun 2017	Same period 2016	Same period 2015
Rank	781	851	919
Rank change year-on-year	+70	+68
Permanent jobs citing Impala	93	96	69
As % of all permanent IT jobs advertised in the UK	0.10%	0.097%	0.062%
As % of the Database & Business Intelligence category	0.34%	0.32%	0.19%
Number of salaries quoted	51	63	58
Median salary	£62,500	£80,000	£70,000
Median salary % change year-on-year	-21.87%	+14.28%
90% offered a salary of more than	£45,000	£54,000	£57,500
10% offered a salary of more than	£95,000	£119,000	£81,000
UK excluding London median salary	£60,000	£54,500	£70,000
% change year-on-year	+10.09%	-22.14%

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	27432	29570	36350
As % of all permanent IT job vacancies advertised in the UK	30.88%	29.98%	32.77%
Number of salaries quoted	23131	25206	30679
Median salary	£50,000	£50,000	£47,500
Median salary % change year-on-year	-	+5.26%
90% offered a salary of more than	£32,500	£32,500	£31,500
10% offered a salary of more than	£75,000	£70,000	£72,500
UK excluding London median salary	£42,500	£42,500	£41,500
% change year-on-year	-	+2.40%

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.

Impala
Salary Trend

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

Impala
Salary Histogram

The salary distribution of IT jobs citing Impala over the 3 months to 22 June 2017.

Impala
Top 28 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 22 June 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	+56	93	£62,500	-21.87%	16
London	+35	51	£67,500	-18.18%	2
South East	+55	16	£60,000	-	6
East of England	+12	15	£42,500	-46.87%	3
Bedfordshire	+28	12	£42,500	-1.16%	3
Luton	+14	10	£42,500	-1.16%	3
Buckinghamshire	+2	10	£100,000	-	5
Milton Keynes	0	10	£100,000	-	5
Cheshire	-	9	£80,000	-
North West	-	9	£80,000	-
City of London	+23	4	£68,250	-35.00%	1
Berkshire	-	4	£60,000	-	1
Knutsford	-	4	-	-
Reading	-	3	-	-	1
West End of London	-	3	£57,500	-
Norwich	0	2	-	-
South West	-2	2	£60,000	+11.11%	1
Norfolk	-5	2	-	-
Surrey	-	2	£48,750	-
Chester	-	1	£55,000	-
Bristol	-	1	£60,000	-	1
Wiltshire	-	1	£60,000	-
Ipswich	-	1	£42,500	-
Cobham	-	1	£42,500	-
Staines	-	1	£55,000	-
Malmesbury	-	1	£60,000	-
Uxbridge	-	1	-	-
Suffolk	-	1	£42,500	-

Impala
Top 30 Co-occurring IT Skills

For the 6 months to 22 June 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 (83.43%)	Apache Spark
2	128 (73.14%)	Hadoop
3	127 (72.57%)	Big Data
4	119 (68.00%)	Apache Hive
5	83 (47.43%)	SQL
6	81 (46.29%)	Python
7	71 (40.57%)	Analytics
8	67 (38.29%)	Amazon AWS
9	64 (36.57%)	Java
10	63 (36.00%)	Business Intelligence
11	61 (34.86%)	Finance
12	60 (34.29%)	Agile Software Development
13	59 (33.71%)	HBase
14	55 (31.43%)	MapReduce
15	53 (30.29%)	Apache Pig

16	50 (28.57%)	Kafka
17	45 (25.71%)	SQL Server
18	42 (24.00%)	MongoDB
19	41 (23.43%)	HDFS
20	37 (21.14%)	Cloudera
20	37 (21.14%)	Banking
20	37 (21.14%)	ETL
21	36 (20.57%)	Data Analysis
22	35 (20.00%)	Data Warehouse
22	35 (20.00%)	Apache Cassandra
23	34 (19.43%)	R
23	34 (19.43%)	Tableau
24	33 (18.86%)	Apache
24	33 (18.86%)	Apache Flume
25	32 (18.29%)	Oozie

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
Applications
Business Applications
Cloud Services
Communications & Networking
Database & Business Intelligence
Development Applications
General
Job Titles
Libraries, Frameworks & Software Standards
Miscellaneous
Operating Systems
Processes & Methodologies
Programming Languages
Qualifications
Quality Assurance & Compliance
System Software
Systems Management
Vendors

Application Platforms
1	146 (83.43%)	Apache Spark
2	53 (30.29%)	Apache Pig
3	33 (18.86%)	Apache
4	32 (18.29%)	SAS
5	23 (13.14%)	Elasticsearch
6	17 (9.71%)	Apache Airflow
7	4 (2.29%)	Apache Solr
8	3 (1.71%)	Oracle SOA Suite
9	2 (1.14%)	Mule
10	1 (0.57%)	Oracle Coherence

Applications
1	10 (5.71%)	Microsoft Excel
2	3 (1.71%)	Microsoft PowerPoint
2	3 (1.71%)	MS Visio
2	3 (1.71%)	SPSS

Business Applications
1	4 (2.29%)	Oracle Applications
2	1 (0.57%)	Dynamics AX
2	1 (0.57%)	Dynamics NAV

Cloud Services
1	67 (38.29%)	Amazon AWS
2	21 (12.00%)	Amazon Kinesis
3	9 (5.14%)	Amazon EMR
4	5 (2.86%)	Amazon EC2
4	5 (2.86%)	Amazon S3
5	4 (2.29%)	Google Cloud Platform
5	4 (2.29%)	IaaS
5	4 (2.29%)	Microsoft Azure
5	4 (2.29%)	PaaS
5	4 (2.29%)	SaaS
6	3 (1.71%)	GitHub
7	1 (0.57%)	AWS Lambda
7	1 (0.57%)	Cloud Computing

Communications & Networking
1	11 (6.29%)	Kerberos
2	8 (4.57%)	TCP/IP
3	2 (1.14%)	Broadband
4	1 (0.57%)	Internet
4	1 (0.57%)	LDAP

Database & Business Intelligence
1	128 (73.14%)	Hadoop
2	127 (72.57%)	Big Data
3	119 (68.00%)	Apache Hive
4	59 (33.71%)	HBase
5	45 (25.71%)	SQL Server
6	42 (24.00%)	MongoDB
7	35 (20.00%)	Apache Cassandra
7	35 (20.00%)	Data Warehouse
8	31 (17.71%)	Pentaho
9	30 (17.14%)	Relational Database
10	28 (16.00%)	NoSQL
10	28 (16.00%)	OLAP
10	28 (16.00%)	PostgreSQL
11	27 (15.43%)	Neo4j
12	25 (14.29%)	RDBMS
13	24 (13.71%)	Amazon Redshift
14	21 (12.00%)	MySQL
15	20 (11.43%)	Data Mining
15	20 (11.43%)	MariaDB
16	18 (10.29%)	Presto

Development Applications
1	16 (9.14%)	Talend Open Studio
2	11 (6.29%)	Git (software)
3	8 (4.57%)	Jenkins
4	5 (2.86%)	Vagrant
4	5 (2.86%)	Yeoman
5	3 (1.71%)	ERwin
5	3 (1.71%)	JIRA
5	3 (1.71%)	Subversion
6	1 (0.57%)	JUnit
6	1 (0.57%)	Maven
6	1 (0.57%)	TestNG

General
1	61 (34.86%)	Finance
2	37 (21.14%)	Banking
3	21 (12.00%)	Investment Banking
4	16 (9.14%)	Marketing
5	9 (5.14%)	Retail
6	4 (2.29%)	Games
6	4 (2.29%)	Telecoms
7	3 (1.71%)	Electronics
7	3 (1.71%)	Legal
7	3 (1.71%)	Manufacturing
7	3 (1.71%)	Spanish Language
8	1 (0.57%)	Front Office

Job Titles
1	48 (27.43%)	Data Engineer
2	44 (25.14%)	Developer
3	24 (13.71%)	Architect
4	21 (12.00%)	Data Architect
5	20 (11.43%)	Big Data Developer
6	17 (9.71%)	Big Data Architect
6	17 (9.71%)	Consultant
7	16 (9.14%)	Big Data Engineer
7	16 (9.14%)	Data Consultant
8	15 (8.57%)	Software Engineer
9	14 (8.00%)	Python Software Engineer
10	12 (6.86%)	Data Manager
11	11 (6.29%)	Scala Developer
12	9 (5.14%)	Big Data Consultant
12	9 (5.14%)	C++ Developer
12	9 (5.14%)	Senior Data Engineer
13	8 (4.57%)	Data Scientist
13	8 (4.57%)	Investment Banking C++ Developer
13	8 (4.57%)	Senior Developer
14	7 (4.00%)	Data Analytics Manager

Libraries, Frameworks & Software Standards
1	50 (28.57%)	Kafka
2	30 (17.14%)	Web Services
3	17 (9.71%)	Scrapy
4	14 (8.00%)	.NET
5	13 (7.43%)	GraphX
5	13 (7.43%)	Serverless Framework
6	12 (6.86%)	JSON
7	11 (6.29%)	MLlib
7	11 (6.29%)	scikit-learn
8	9 (5.14%)	Apache Avro
9	8 (4.57%)	STL
9	8 (4.57%)	WPF
10	7 (4.00%)	Natural Language Processing
10	7 (4.00%)	REST
11	6 (3.43%)	Java EE
11	6 (3.43%)	RESTful
12	5 (2.86%)	D3.js
12	5 (2.86%)	ODBC
12	5 (2.86%)	SciPy
12	5 (2.86%)	XML

Miscellaneous
1	28 (16.00%)	Analytical Skills
2	16 (9.14%)	Computer Science
3	9 (5.14%)	Data Structures
3	9 (5.14%)	Foreign Exchange (FX)
4	6 (3.43%)	Algorithms
4	6 (3.43%)	Fintech
5	5 (2.86%)	Hedge funds
6	4 (2.29%)	Credit Risk
6	4 (2.29%)	Cyberthreat
6	4 (2.29%)	Data Centre
6	4 (2.29%)	Greenfield Project
7	3 (1.71%)	Linux Command Line
8	2 (1.14%)	Reference Data
8	2 (1.14%)	Smartphone
8	2 (1.14%)	User Experience
9	1 (0.57%)	Credit Derivative
9	1 (0.57%)	Cybercrime
9	1 (0.57%)	Derivative
9	1 (0.57%)	Equities
9	1 (0.57%)	Replication

Operating Systems
1	31 (17.71%)	Linux
2	8 (4.57%)	Unix
3	6 (3.43%)	Windows
4	1 (0.57%)	AIX
4	1 (0.57%)	Mesosphere
4	1 (0.57%)	Red Hat Enterprise Linux

Processes & Methodologies
1	71 (40.57%)	Analytics
2	63 (36.00%)	Business Intelligence
3	60 (34.29%)	Agile Software Development
4	55 (31.43%)	MapReduce
5	37 (21.14%)	ETL
6	36 (20.57%)	Data Analysis
7	31 (17.71%)	Data Architecture
8	28 (16.00%)	Data Modelling
9	26 (14.86%)	Machine Learning
10	24 (13.71%)	Microservices
11	22 (12.57%)	Visualisation
12	20 (11.43%)	Data Cleansing
12	20 (11.43%)	SOA
13	19 (10.86%)	Mathematics
13	19 (10.86%)	Software Engineering
14	18 (10.29%)	Data Management
15	17 (9.71%)	Data Engineering
16	15 (8.57%)	Data Integration
16	15 (8.57%)	Experimental Design
16	15 (8.57%)	Statistics

Programming Languages
1	83 (47.43%)	SQL
2	81 (46.29%)	Python
3	64 (36.57%)	Java
4	34 (19.43%)	R
5	24 (13.71%)	Scala
6	15 (8.57%)	C#
7	12 (6.86%)	C++
8	10 (5.71%)	Bash Shell
9	7 (4.00%)	T-SQL
10	6 (3.43%)	C
10	6 (3.43%)	JavaScript
11	5 (2.86%)	Clojure
11	5 (2.86%)	Cypher
11	5 (2.86%)	Shell Script
11	5 (2.86%)	VBA
12	4 (2.29%)	MATLAB
12	4 (2.29%)	PHP
13	3 (1.71%)	PHP 5
13	3 (1.71%)	PHP 7
14	1 (0.57%)	CQL

Qualifications
1	32 (18.29%)	Degree
2	9 (5.14%)	Numerate Degree
3	4 (2.29%)	DV Cleared
3	4 (2.29%)	PhD
3	4 (2.29%)	Security Cleared
4	3 (1.71%)	Computer Science Degree
5	2 (1.14%)	CCA
5	2 (1.14%)	Citrix Certification
5	2 (1.14%)	MCSA
5	2 (1.14%)	MCSD
5	2 (1.14%)	Microsoft Certification
6	1 (0.57%)	Postgraduate

Quality Assurance & Compliance
1	22 (12.57%)	Data Quality
2	3 (1.71%)	GCP
3	1 (0.57%)	Basel III
3	1 (0.57%)	Dodd-Frank
3	1 (0.57%)	QA
3	1 (0.57%)	Sarbanes-Oxley

System Software
1	41 (23.43%)	HDFS
2	33 (18.86%)	Apache Flume
3	5 (2.86%)	Virtual Machines
3	5 (2.86%)	VirtualBox
4	3 (1.71%)	Apache ZooKeeper
5	2 (1.14%)	Docker
6	1 (0.57%)	Cronacle

Systems Management
1	32 (18.29%)	Oozie
2	20 (11.43%)	Kibana
3	2 (1.14%)	Tivoli
4	1 (0.57%)	Ambari
4	1 (0.57%)	Control-M
4	1 (0.57%)	Docker Swarm
4	1 (0.57%)	Hadoop YARN
4	1 (0.57%)	Kubernetes
4	1 (0.57%)	Opscode Chef
4	1 (0.57%)	Puppet
4	1 (0.57%)	yum

Vendors
1	37 (21.14%)	Cloudera
2	34 (19.43%)	Tableau
3	24 (13.71%)	TIBCO
4	16 (9.14%)	Talend
5	14 (8.00%)	Oracle
6	13 (7.43%)	Microsoft
7	11 (6.29%)	MicroStrategy
8	9 (5.14%)	MapR
9	7 (4.00%)	Informatica
10	6 (3.43%)	Ab Initio
10	6 (3.43%)	Hortonworks
10	6 (3.43%)	IBM
11	4 (2.29%)	SAP
12	3 (1.71%)	Actian
12	3 (1.71%)	Atlassian
12	3 (1.71%)	CA Agile Central
12	3 (1.71%)	Cisco
12	3 (1.71%)	Cognos
12	3 (1.71%)	Zend
13	2 (1.14%)	Apigee