Generating suggestions within a data integration system
The present disclosure is directed toward systems, methods, and non-transitory computer readable media for consolidating freelancer information of a plurality of freelancer data categories in a centralized environment for performing various tasks in relation to freelancer development. For example, the disclosed systems can determine interaction parameters based on user interactions associated with a freelancer account and determine freelancer information associated with a plurality of freelancer data categories. In certain cases, the disclosed systems can analyze the interaction parameters and freelancer information to generate a suggested action associated with a first freelancer data category from the plurality of freelancer data categories. The disclosed systems can also provide for display a freelancer account summary interface comprising a notification of the suggested action with a predicted result associated with the first freelancer data category.
1 . A computer-implemented method comprising:
providing, for display on a client device associated with a freelancer account of a data integration system, selectable options identifying respective third-party services available for integration with the freelancer account, the respective third-party services comprising online financial accounts, email accounts, and calendar services;
integrating a plurality of third-party services with the freelancer account in response to receiving one or more respective user interactions with the selectable options provided on the client device, the plurality of third-party services comprising two or more of: an online financial account, an email account, an online calendar, or a local calendar of the client device;
determining interaction parameters, the interaction parameters based on user interactions with the freelancer account via the client device over a period of time;
determining, for the freelancer account and the plurality of third-party services integrated with the freelancer account, freelancer information associated with a plurality of freelancer data categories;
analyzing the interaction parameters and the freelancer information to generate a suggested action for freelancer activities related to the freelancer account, the suggested action associated with a first freelancer data category from the plurality of freelancer data categories; and
providing, for display on the client device associated with the freelancer account, a freelancer account summary interface comprising a notification of the suggested action together with a graphical representation of a predicted result over time associated with the first freelancer data category and responsive to the suggested action.
2 . The computer-implemented method of claim 1 , wherein the interaction parameters are further based on historical user interactions associated with freelancer accounts other than the freelancer account.
3 . The computer-implemented method of claim 1 , further comprising utilizing a trained machine learning model to generate the suggested action based on the interaction parameters and the freelancer information.
4 . The computer-implemented method of claim 1 , wherein the user interactions associated with the freelancer account comprise relative allocations of user interactions corresponding to the plurality of freelancer data categories.
5 . The computer-implemented method of claim 4 , wherein the suggested action comprises a suggested increase or decrease in the relative allocations of user interactions corresponding to the first freelancer data category.
6 . The computer-implemented method of claim 1 , wherein the plurality of freelancer data categories comprises one or more of finance, tax, insurance, legal, clients, leads, employees, teams, or projects.
7 . The computer-implemented method of claim 1 , wherein the freelancer account summary interface further comprises a second predicted result based on the suggested action associated with the first freelancer data category, the second predicted result associated with a second freelancer data category of the plurality of freelancer data categories.
8 . A system comprising:
at least one processor; and
a non-transitory computer readable medium comprising instructions that, when executed by the at least one processor, cause the system to:
provide, for display on a client device associated with a freelancer account of a data integration system, selectable options identifying respective third-party services available for integration with the freelancer account, the respective third-party services comprising online financial accounts, email accounts, and calendar services;
integrate a plurality of third-party services with the freelancer account in response to receiving one or more respective user interactions with the selectable options provided on the client device, the plurality of third-party services comprising two or more of: an online financial account, an email account, an online calendar, or a local calendar of the client device;
identify user interactions with the freelancer account via the client device over a period of time;
determine interaction parameters based on the user interactions;
determine, for the freelancer account and the plurality of third-party services integrated with the freelancer account, freelancer information associated with a plurality of freelancer data categories;
analyze the interaction parameters and the freelancer information utilizing a machine learning model to generate a suggested action for freelancer activities related to the freelancer account, the suggested action associated with a first freelancer data category from the plurality of freelancer data categories; and
provide, for display on the client device associated with the freelancer account, a freelancer account summary interface comprising a notification of the suggested action together with a graphical representation of a predicted result over time associated with the first freelancer data category and responsive to the suggested action.
9 . The system of claim 8 , further comprising instructions that, wherein the machine learning model is trained with historical data associated with freelancer accounts other than the freelancer account.
10 . The system of claim 8 , wherein the user interactions associated with the freelancer account comprise relative allocations of user interactions corresponding to the plurality of freelancer data categories.
11 . The system of claim 10 , wherein the suggested action comprises a suggested increase or decrease in the relative allocations of user interactions corresponding to the first freelancer data category.
12 . The system of claim 8 , wherein the suggested action is further associated with a second freelancer data category of the plurality of freelancer data categories.
13 . The system of claim 12 , wherein the freelancer account summary interface further comprises a second predicted result based on the suggested action, the second predicted result associated with the second freelancer data category.
14 . The system of claim 8 , wherein the plurality of freelancer data categories comprises one or more of finance, tax, insurance, legal, clients, leads, employees, teams, or projects.
15 . A non-transitory computer readable medium comprising instructions that, when executed by at least one processor, cause the at least one processor to:
provide, for display on a client device associated with a freelancer account of a data integration system, selectable options identifying respective third-party services available for integration with the freelancer account, the respective third-party services comprising online financial accounts, email accounts, and calendar services;
integrate a plurality of third-party services with the freelancer account in response to receiving one or more respective user interactions with the selectable options provided on the client device, the plurality of third-party services comprising two or more of: an online financial account, an email account, an online calendar, or a local calendar of the client device;
determine interaction parameters, the interaction parameters based on user interactions with the freelancer account over a period of time;
determine, for the freelancer account and the plurality of third-party services integrated with the freelancer account, freelancer information associated with a plurality of freelancer data categories;
analyze the interaction parameters and the freelancer information to generate a suggested action for freelancer activities related to the freelancer account, the suggested action associated with one or more freelancer data categories from the plurality of freelancer data categories; and
provide, for display on the client device associated with the freelancer account, a freelancer account summary interface comprising a notification of the suggested action together with graphical representation of a predicted result over time associated with at least one of the one or more freelancer data categories and responsive to the suggested action.
16 . The non-transitory computer readable medium of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the at least one processor to:
identify an activated trigger corresponding to a particular user interaction with the freelancer account; and
generate the suggested action for the freelancer account based at least in part on identifying the activated trigger.
17 . The non-transitory computer readable medium of claim 16 , wherein the suggested action comprises enabling automation of an event related to the particular user interaction.
18 . The non-transitory computer readable medium of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the at least one processor to utilize a trained machine learning model to generate the suggested action based on the interaction parameters and the freelancer information.
19 . The non-transitory computer readable medium of claim 15 , wherein the interaction parameters are further based on historical user interactions associated with freelancer accounts other than the freelancer account.
20 . The non-transitory computer readable medium of claim 15 , wherein the suggested action comprises a suggested increase or decrease in relative allocations of user interactions with the freelancer account.