Explore Research Studies
Video Data Collection: Challenges & Best Practices in 2025
Video data is crucial for training computer vision (CV) systems, particularly with the increasing demand for autonomous vehicles and CV-enabled technologies. Here, we explore what video data collection entails, the challenges involved, and best practices to consider.
Sentiment Analysis Machine Learning: Approaches & 5 Examples
It is not surprising that the use of AI in the workplace has increased by 270% from 2015 to 2019, considering the data available and its exponential growth.
Top Shared Proxy Solutions of 2025: Tested & Ranked
AIMultiple team evaluated 24 shared proxy services, including all proxy types (e.g., datacenter and mobile) from 7 different proxy providers, focusing on those utilizing rotating proxies from an IP pool. A total of 5,000 URLs from 25 unique domains were tested.
Audio Data Collection for AI: Challenges & Best Practices
As the demand for voice recognition and virtual assistants grows , so does the need for audio data collection services. You can also work with an audio or speech data collection service to acquire relevant training data for your speech processing projects.
Process Knowledge: 3 Steps to Manage it Better in 2025
76% of business leaders consider information as their most critical asset. That is a reason behind increased interest in process knowledge (see Figure above). More executives are investing in process knowledge and intelligence efforts for managing and improving their processes. However, developing process knowledge management strategy is not easy.
Traditional vs. Online Survey Research in 2025
Conducting survey research helps businesses collect data from customers, employees, or the public. Collecting data with traditional methods, such as paper-pencil or telephone, is costly, time-consuming, and cannot keep up with the digitally transforming world. Thanks to online survey research tools, businesses can quickly reach a broad audience’s opinion and make necessary adjustments.
How to Scrape Travel Data & Best Tools in 2025
There are several approaches to obtaining travel data: using pre-existing datasets, gathering your own data, or sourcing data externally. Whichever method you choose, effective travel data scraping requires a reliable tool to address potential data collection challenges.
Top 3 Appen Alternatives in 2025 for Workers & Customers
Appen, an AI data service provider, faces challenges that may explain its declining popularity. We compared the top alternatives to Appen in the AI training data space. The alternatives to Appen depend on your goals. Explore alternatives for Appen’s: Appen alternatives for workers * Data is from Trustpilot, as it primarily consists of worker reviews.
A Complete Guide to Insurance Omnichannel in 2025
The limits of physical offices and heaps of paperwork are no longer what defines the insurance sector. Insurers find themselves within a digital transformation crossroads as the growing demographics of the digital client base are demanding it. Today’s customers expect to contact insurance firms in a manner that is most convenient for them.
The Ultimate Guide to Review Scraping in 2025
A variety of factors influence consumers’ purchasing decisions. Ratings and customer reviews are the primary factors that influence customer purchasing decisions. Before making a purchase, 95% of customers read product reviews. Businesses, on the other hand, struggle to collect a large number of customer reviews from various websites.