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The bill allows for 12 online sportsbook licenses, so you can expect all the big players like FanDuel and DraftKings there. Hoskins filibustered for hours over a proposed amendment that would have removed a portion of the bill authorizing video lottery terminals in truck stops and gas stations around the state.

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    Customer reviews can make or break your Airbnb listing-so it's no surprise that many people look for different ways to rake in 5-star reviews. Booking several one-night stays is a tactic that hosts and managers might use to boost the number of positive reviews on their properties. Smart, but not smart enough. Airbnb has sophisticated algorithms that will spot any suspicious manipulation of the review system. Even if you create an account and book your rental for a short occupancy of one night, that would create a red flag. It's fairly simple for the algorithm and metrics to detect a series of newly-created accounts that book for one or two nights and leave 5-star reviews. The main issue with this is that, if you receive too many red flags, Airbnb has the right to ban your account. And if there's one thing worse than a listing with no guest reviews, it's a blocked Airbnb account. List the property to get that SEO boost in Airbnb search rankings.

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    Online reviews significantly impact consumers' decision-making process and firms' economic outcomes and are widely seen as crucial to the success of online markets. Firms, therefore, have a strong incentive to manipulate ratings using fake reviews. This presents a problem that academic researchers have tried to solve for over two decades and on which platforms expend a large amount of resources. Nevertheless, the prevalence of fake reviews is arguably higher than ever. To combat this, we collect a dataset of reviews for thousands of Amazon products and develop a general and highly accurate method for detecting fake reviews. A unique difference between previous datasets and ours is that we directly observe which sellers buy fake reviews. Thus, while prior research has trained models using laboratory-generated reviews or proxies for fake reviews, we are able to train a model using actual fake reviews. We show that products that buy fake reviews are highly clustered in the product reviewer network. Therefore, features constructed from this network are highly predictive of which products buy fake reviews. We show that our network-based approach is also successful at detecting fake review buyers even without ground truth data, as unsupervised clustering methods can accurately identify fake review buyers by identifying clusters of products that are closely connected in the network. While text or metadata can be manipulated to evade detection, network-based features are more costly to manipulate because these features result directly from the inherent limitations of buying reviews from online review marketplaces, making our detection approach more robust to manipulation. The authors declare no competing interest.

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