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Knowledge Nuggets
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Below you'll find the tags' categories that the toolbox presents for searching
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Navigate through the tag categories:
Business Features
Application Area
Customer service and support (2)
Engineering (0)
Research and development (R&D) (1)
Product innovation (new business initiatives) (1)
Maintenance and logistics (0)
Marketing (0)
Finance (2)
HR and legal (0)
Sales (0)
Product management (0)
Governance, risk and compliance (0)
IT and data operations (0)
Business Goals
Better understanding customer behaviour and expectations (2)
Optimise pricing strategies and go-tomarket programmes (1)
Product, services or programme improvement and innovation (1)
Improve understanding of the market and competitors (0)
Improve and optimise business processes and operations (0)
Improve facilities, equipment design, maintenance and utilisation (0)
Improve operational, fraud and risk management (1)
Implement better regulatory compliance and financial controls (1)
Business KPI
Increase in the number of products/services launched (16)
Customer satisfaction (15)
Business model innovation (16)
Revenue and profit growth (33)
Product/service quality (18)
Time efficiency (17)
Cost reduction (34)
Company Size
10 to 49 (9)
50 to 249 (9)
250 to 499 (9)
500 to 999 (9)
1000 to 2499 (9)
2500 to 4999 (9)
5000 or more (9)
Industry
Agriculture (13)
Banking, Insurance, other financial services (12)
Business or professional services, excluding IT services (7)
IT Services (7)
Healthcare (12)
Manufacturing process (10)
Manufacturing discrete (9)
Retail trade (11)
Wholesale trade (7)
Telecommunications (11)
Media (8)
Transport and logistics (12)
Utilities (7)
Oil & Gas (7)
Level of BDA solutions maturity
Currently using (2)
Piloting or implementing (0)
Considering or evaluating for future use (0)
No use and no plans (0)
Level of business process integration
High (where there is real-time integration with business processes) (0)
Medium (where there are mixed levels of integration with business processes) (0)
Low (where Big Data reports and dashboards are processed in a batch) (1)
Big Data Application Features
Analytics type
Descriptive (15)
Diagnostics (2)
Predictive (6)
Prescriptive (2)
BDVA Horizontal Layer
Data visualization and User interaction (12)
Data analytics (60)
Data processing architectures (53)
Data protection (5)
Data management (50)
Cloud and High Performance computing (HPC) (9)
Things, Assets, Sensors and Actuators (19)
BDVA Vertical Layer
Data sharing platforms, Industrial or Personal (5)
Development - Engineering and DevOps (3)
Standards (5)
Communication and Connectivity, incl. 5G (4)
Cybersecurity and Trust (5)
Data size
Gigabytes (40)
Terabytes (39)
Petabytes (23)
Exabytes (17)
Data type
Tables, files or structured data (49)
Text data (26)
Graphs or linked data (30)
Geospatial or temporal data (8)
Media (images, audio, video) (22)
Time series (including IoT) (35)
Structured text (21)
Machine learning approach
Deep learning (24)
Kernel methods (7)
Tree-based Methods (4)
Clustering (10)
Latent factor models (3)
Hybrid Machine learning (5)
Bayesian and Neural Networks (9)
Linear Regression (9)
Classification (14)
Pattern Detection (4)
Workload type
Online transaction processing(OLTP) (25)
Online analytical processing(OLAP) (28)
Hybrid transaction/analytical processing (HTAP) (14)
Platform and Architecture Features
Architecture patterns
Data preparation (23)
Data pipeline (38)
Data lake (8)
Data warehouse (15)
Lambda architecture (5)
Kappa architecture (5)
Unified batch and stream architecture (7)
Platform type
Distributed (50)
Centralized (12)
Spark (19)
Flink (9)
MapReduce (15)
Platform-level performance
Execution time (38)
Throughput (21)
Cost (7)
Energy consumption (8)
Accuracy (7)
Precision (3)
Availability (2)
Durability (1)
CPU and Memory (21)
Processing type
Batch (36)
Stream (31)
Interactive/(near)Real-time (21)
Iterative/In-Memory (3)
Storage type
Distributed File System (24)
Databases/RDBMS (22)
NoSQL (37)
NewSQL/In-Memory (7)
Time Series Databases (8)
Graph Databases (18)
Benchmark-specific Features
Benchmark data type
Synthetic data (60)
Real data (3)
Hybrid (29)
Benchmark type
Micro-Benchmark (19)
Application benchmark (27)
Benchmark suite (51)
Benchmarking aspect
Fault tolerance (18)
Privacy (5)
Security (5)
Governance (2)
Data Quality (6)
Veracity (2)
Variability (3)
Data Management (40)
Data Visualization (7)
Volume (23)
Velocity (15)
Execution performance (63)
Benchmarking performance metrics
Execution time (72)
Throughput (42)
Cost (15)
Energy consumption (9)
Accuracy (17)
Precision (12)
Availability (7)
Durability (5)
CPU and Memory (29)
Execution environment
Sandbox/VM (6)
Inhouse/On-Premise (45)
Cloud (55)
Input data format
JSON (10)
XML (5)
CSV (10)
Propietary (20)
Fixed-sized records (5)
Sensor data (15)
Output data format
Execution log (18)
Timeseries report (3)
Pre-defined report (15)
Toolbox-specific Features
Knowledge nugget classification
Star performers (2)
Quantitative business benchmark (32)
Qualitative business benchmark (19)
Use case (28)
Top 3 use cases (17)
High level of benefit (2)
KPIs (56)
Qualitative business KPIs (19)
Quantitative business KPIs (33)
Blueprints (34)
Benchmarking Organizations (9)
User journey (4)
Pipeline step
Data Acquisition/Collection (70)
Data Storage/Preparation (77)
Data Analytics (57)
Data Visualization and User interaction (11)
Technology category
Message Brokers (6)
IoT Authentication (22)
Large files upload (15)
Stream processors (24)
ETL (11)
Relational DBMS (20)
Data Lake (6)
Search Engines (2)
NoSQL (33)
Data Warehouse (23)
Graph (19)
DataVisualization (7)
BI (3)
CRM (1)
ERP (1)
CEP (4)
NLP (16)
Computer Vision (18)
AI & ML (49)
Type of user
Business (65)
Technical (32)
Research/Academia (60)
Benchmark expert (9)
R&D Project (17)
User journey
Beginner (12)
Intermediate (70)
Advanced (68)
Search by use case
Select use case
Use Case
Use Cases
Price optimization (6)
New product development (7)
Risk exposure assessment (5)
Regulatory intelligence (5)
Customer profiling, targeting, and optimization of offers (8)
Customer scoring and/or churn mitigation (2)
Fraud prevention and detection (4)
Product & Service Recommendation systems (3)
Automated Customer Service (3)
Supply chain optimization (5)
Predictive Maintenance (7)
Inventory and service parts optimization (3)