Eligibility predictions for instant booking in an online marketplace

A server computer in an online marketplace comprising:

• a memory that stores instructions;
• and
• one or more processors configured by the instructions to perform operations comprising:
• generating training data to train a machine learning model based on data captured via the online marketplace, the data associated with users of the online marketplace, suppliers of services in the online marketplace, and market dynamics in the online marketplace;
• training the machine learning model using the training data to predict whether only services that can be instantly booked should be listed in response to a request for services in a given location or that both services that can be instantly booked and services that cannot be instantly booked should be provided in response to a request for services in a given location;
• analyzing, using the machine learning model, a set of features based on a request for service in a given location to generate a prediction value indicating whether only services that can be instantly booked should be provided in response to the request for services in the given location or that both services that can be instantly booked and services that cannot be instantly booked should be provided in response to the request for services in the given location;
• based on determining that the prediction value output by the machine learning model indicates that only services that can be instantly booked should be provided in response to the request for services in the given location, performing operations comprising:
• generating a list of a subset of a plurality of services available in the given location comprising only services that can be instantly booked;
• and
• causing the list with only services that can be instantly booked to be provided to a client device in response to the request for services in the given location;
• and
• based on determining that the prediction value output by the machine learning model indicates that both services that can be instantly booked and services that cannot be instantly booked should be provided in response to the request for services in the given location, performing operations comprising:
• generating a list of services that can be instantly booked and services that cannot be instantly booked;
• and
• causing the list of services that can be instantly booked and services that cannot be instantly booked to be provided to the client device in response to the request for services in the given location.

A non-transitory computer-readable medium comprising instructions stored thereon that are executable by at least one processor to cause a computing device associated with a first data owner to perform operations comprising:

• generating training data to train a machine learning model based on data captured via the online marketplace, the data associated with users of the online marketplace, suppliers of services in the online marketplace, and market dynamics in the online marketplace;
• training the machine learning model using the training data to predict whether only services that can be instantly booked should be listed in response to a request for services in a given location or that both services that can be instantly booked and services that cannot be instantly booked should be provided in response to a request for services in a given location;
• analyzing, using the machine learning model, a set of features based on a request for service in a given location to generate a prediction value indicating whether only services that can be instantly booked should be provided in response to the request for services in the given location or that both services that can be instantly booked and services that cannot be instantly booked should be provided in response to the request for services in the given location;
• based on determining that the prediction value output by the machine learning model indicates that only services that can be instantly booked should be provided in response to the request for services in the given location, performing operations comprising:
• generating a list of a subset of a plurality of services available in the given location comprising only services that can be instantly booked;
• and
• causing the list with only services that can be instantly booked to be provided to a client device in response to the request for services in the given location;
• and
• based on determining that the prediction value output by the machine learning model indicates that both services that can be instantly booked and services that cannot be instantly booked should be provided in response to the request for services in the given location, performing operations comprising:
• generating a list of services that can be instantly booked and services that cannot be instantly booked;
• and
• causing the list of services that can be instantly booked and services that cannot be instantly booked to be provided to the client device in response to the request for services in the given location.