Explore Research Studies
Web Scraping vs Data Mining: Why the Confusion?
Web scraping and data mining are sometimes confused with each other because they are both linked to extracting value from something that is valuable only when processed. However, the definitions are quite different, and not understanding the difference can cause not realizing how these processes can create value for businesses.

Top 6 Supply Chain Sustainability Technology
Companies that foster corporate sustainability through digital transformation are likely to be tomorrow’s leaders. Although supply chain sustainability technologies are beneficial for businesses, some managers have a lack of information regarding their implementations.
Top 15 Circular Economy Metrics to Assess Businesses
The concept of circular economy (CE) is quickly making its way into business literature since we are struggling with major environmental issues. Besides its environmental value, CE expects to bring 4.5 trillion dollars until 2030 due to effective allocation of resources.

Top 12+ Successful Sustainability Case Studies
During my academic research on corporate sustainability efforts, I realize that environmental and social practices have a significant impact on the long-term success of businesses. Some businesses outperform others in this area, giving them a competitive advantage. See 13 sustainability case studies to incorporate sustainability strategies into corporate actions: 1.

Sustainable Management Definition & Top 10 Best Practices
In 2025, people are projected to consume 1.8 times more resources than Earth generates annually because our economic outlook is based on production, use, and disposal. According to the Edelman Trust Barometer, around half of individuals think businesses in the U.S. are not doing enough to address innovations such as green energy.

Sentiment Analysis: Steps & Challenges
Sentiment analysis is growing in popularity as it turns raw, unstructured text data into interpretable insights for business through sentiment analysis. However, tangible use cases for sentiment analysis and the fundamental steps of this method may not be clear.
Top 7 Open Source Sentiment Analysis Tools
Text analytics is estimated to exceed a global market value of US$ 56 billion by 2029. Sentiment analysis has gained worldwide momentum as one of the text analytics applications. Businesses that have not implemented sentiment analysis may feel an urge to find out the best tools and use cases for benefiting from this technology.
What is Model Drift? Types & 4 Ways to Overcome
Based on my 2 decades of experience helping enterprises adopt advanced analytics solutions, model drift is the largest reason for production model performance declines. Businesses are able to move only a small share of their AI models to production. And then within 1-2 years, performance of most models deteriorate due to model drift.
Data Labeling for NLP with Real-life Examples
NLP technology is increasingly being used to enable smart communication between people and their devices. Companies like Google, Amazon, and OpenAI have invested billions in NLP technologies that can understand, interpret, and generate human language with remarkable accuracy. However, behind every sophisticated NLP model lies an important foundation: labeled training data.
17 Computer Vision in Healthcare Use Cases & Examples
Even though Hinton, a Turin award recipient, claimed that radiology would be automated by 2021, such accelerated automation hasn’t occurred.However, AI-driven computer vision in healthcare is still expected to increase precision in surgery, medical imaging, and real-time patient monitoring, while enabling faster and more reliable decision-making.