Digital survey creation by providing optimized suggested content
The present disclosure relates to a question recommendation system that intelligently optimizes a survey being created by a user by providing customized suggestions. For example, in one or more embodiments, the question recommendation system provides a suggested question based on questions previous added by a user while creating a survey. In particular, the question recommendation system provides various recommendations to the user to further optimize a survey being created. For instance, the question recommendation system provides recommendations with respect to improving question ordering, question phrasing, and question type as well as recommends removing potentially inefficient questions.
1. A computer-implemented method comprising:
generating a survey graph comprising:
a first node corresponding to a first encoded survey prompt representing a first survey question encoded into a vector space, the first encoded survey prompt comprising a first semantic label; and
a plurality of additional nodes corresponding to additional encoded survey prompts representing additional survey questions encoded into the vector space;
receiving, from an administrator client device, a user-generated survey prompt for a new digital survey;
generating, from the user-generated survey prompt, a second encoded survey prompt comprising a second semantic label;
determining that the second semantic label matches the first semantic label;
based on determining that the second semantic label matches the first semantic label, determining to traverse the survey graph to identify a suggested survey prompt corresponding to an additional node of the plurality of additional nodes within the survey graph;
providing, to the administrator client device, an option to use the suggested survey prompt;
based on receiving an indication of an interaction with the option to use the suggested survey prompt, generating the new digital survey comprising the user-generated survey prompt and the suggested survey prompt; and
providing, to a respondent client device, the new digital survey comprising the user-generated survey prompt and the suggested survey prompt.
2. The computer-implemented method of claim 1 , wherein identifying the suggested survey prompt further corresponding to the additional node of the plurality of additional nodes further comprises:
identifying survey prompt response metrics associated with nodes of the plurality of additional nodes; and
selecting the suggested survey prompt based on a survey prompt response metric associated with the additional node.
3. The computer-implemented method of claim 1 , further comprising:
determining that adding the suggested survey prompt to the new digital survey will result in a survey pattern that matches completed survey patterns; and
providing the option to use the suggested survey prompt based on determining that adding the suggested survey prompt to the new digital survey will result in a survey pattern that matches completed survey patterns.
4. The computer-implemented method of claim 1 , further comprising:
identifying an additional survey graph linked to the survey graph through an adjoining node positioned in a shared semantic space with the first node, wherein the adjoining node is encoded with an additional semantic label that matches the first semantic label and the second semantic label; and
based on identifying the additional survey graph linked to the survey graph, determining to traverse the additional survey graph to identify an additional suggested survey prompt corresponding to the adjoining node.
5. The computer-implemented method of claim 4 , further comprising:
providing, to the administrator client device, an option to use the additional suggested survey prompt; and
based on receiving an indication of a user interaction with the option to use the additional suggested survey prompt, generating a digital survey comprising the user-generated survey prompt, the suggested survey prompt, and the additional suggested survey prompt.
6. The computer-implemented method of claim 1 , further comprising:
based on the first node satisfying a survey prompt response metric, extracting survey prompt wording from the first node; and
providing the survey prompt wording from the first node to the administrator client device as the suggested survey prompt with the option to use the suggested survey prompt.
7. The computer-implemented method of claim 1 , further comprising:
based on receiving an indication of an interaction with the option to use the suggested survey prompt, determining to traverse the survey graph to identify an additional suggested survey prompt corresponding to a further node of the plurality of additional nodes within the survey graph; and
providing, to the administrator client device, an additional option to use the additional suggested survey prompt.
8. A non-transitory computer-readable medium storing instructions that, when executed by at least one processor, cause a computer system to:
generate a survey graph comprising:
a first node corresponding to a first encoded survey prompt representing a first survey question encoded into a vector space, the first encoded survey prompt comprising a first semantic label; and
a plurality of additional nodes corresponding to additional encoded survey prompts representing additional survey questions encoded into the vector space;
receive, from an administrator client device, a user-generated survey prompt for a new digital survey;
generate, from the user-generated survey prompt, a second encoded survey prompt comprising a second semantic label;
determine that the second semantic label matches the first semantic label;
based on determining that the second semantic label matches the first semantic label, determine to traverse the survey graph to identify a suggested survey prompt corresponding to an additional node of the plurality of additional nodes within the survey graph;
provide, to the administrator client device, an option to use the suggested survey prompt;
based on receiving an indication of an interaction with the option to use the suggested survey prompt, generate the new digital survey comprising the user-generated survey prompt and the suggested survey prompt; and
provide, to a respondent client device, the new digital survey comprising the user-generated survey prompt and the suggested survey prompt.
9. The non-transitory computer-readable medium of claim 8 , further comprising instructions that, when executed by at least one processor, cause a computer system to identify the suggested survey prompt further corresponding to the additional node of the plurality of additional nodes by:
identifying survey prompt response metrics associated with nodes of the plurality of additional nodes; and
selecting the suggested survey prompt based on a survey prompt response metric associated with the additional node.
10. The non-transitory computer-readable medium of claim 8 , further comprising instructions that, when executed by at least one processor, cause a computer system to:
determine that adding the suggested survey prompt to the new digital survey will result in a survey pattern that matches completed survey patterns; and
provide the option to use the suggested survey prompt based on determining that adding the suggested survey prompt to the new digital survey will result in a survey pattern that matches completed survey patterns.
11. The non-transitory computer-readable medium of claim 8 , further comprising instructions that, when executed by at least one processor, cause a computer system to:
identify an additional survey graph linked to the survey graph through an adjoining node positioned in a shared semantic space as the first node, wherein the adjoining node is encoded with an additional semantic label that matches the first semantic label and the second semantic label; and
based on identifying the additional survey graph linked to the survey graph, determine to traverse the additional survey graph to identify an additional suggested survey prompt corresponding to the adjoining node.
12. The non-transitory computer-readable medium of claim 11 , further comprising instructions that, when executed by at least one processor, cause a computer system to:
provide, to the administrator client device, an option to use the additional suggested survey prompt; and
based on receiving an indication of a user interaction with the option to use the additional suggested survey prompt, generate a digital survey comprising the user-generated survey prompt, the suggested survey prompt, and the additional suggested survey prompt.
13. The non-transitory computer-readable medium of claim 8 , further comprising instructions that, when executed by at least one processor, cause a computer system to:
based on the first node satisfying a survey prompt response metric, extract survey prompt wording from the first node; and
provide the survey prompt wording from the first node to the administrator client device as the suggested survey prompt with the option to use the suggested survey prompt.
14. The non-transitory computer-readable medium of claim 8 , further comprising instructions that, when executed by at least one processor, cause a computer system to:
based on receiving an indication of an interaction with the option to use the suggested survey prompt, determine to traverse the survey graph to identify an additional suggested survey prompt corresponding to a further node of the plurality of additional nodes within the survey graph; and
provide, to the administrator client device, an additional option to use the additional suggested survey prompt.
15. A system comprising:
at least one processor; and
at least one non-transitory computer-readable storage medium storing instructions that, when executed by the at least one processor, cause the system to:
generate a survey graph comprising:
a first node corresponding to a first encoded survey prompt representing a first survey question encoded into a vector space, the first survey question comprising a first semantic label; and
a plurality of additional nodes corresponding to additional encoded survey prompts representing additional survey questions encoded into the vector space;
receiving, from an administrator client device, a user-generated survey prompt for a new digital survey;
generating, from the user-generated survey prompt, a second encoded survey prompt comprising a second semantic label;
determining that the second semantic label matches the first semantic label;
based on determining that the second semantic label matches the first semantic label, determining to traverse the survey graph to identify a suggested survey prompt corresponding to an additional node of the plurality of additional nodes within the survey graph;
providing, to the administrator client device, an option to use the suggested survey prompt;
based on receiving an indication of an interaction with the option to use the suggested survey prompt, generate the new digital survey comprising the user-generated survey prompt and the suggested survey prompt; and
provide, to a respondent client device, the new digital survey comprising the user-generated survey prompt and the suggested survey prompt.
16. The system of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the system to identify the suggested survey prompt further corresponding to the additional node of the plurality of additional nodes by:
identifying survey prompt response metrics associated with nodes of the plurality of additional nodes; and
selecting the suggested survey prompt based on a survey prompt response metric associated with the additional node.
17. The system of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the system to:
determine that adding the suggested survey prompt to the new digital survey will result in a survey pattern that matches completed survey patterns; and
provide the option to use the suggested survey prompt based on determining that adding the suggested survey prompt to the new digital survey will result in a survey pattern that matches completed survey patterns.
18. The system of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the system to:
identify an additional survey graph linked to the survey graph through an adjoining node positioned in a shared semantic space as the first node, wherein the adjoining node is encoded with an additional semantic label that matches the first semantic label and the second semantic label; and
based on identifying the additional survey graph linked to the survey graph, determine to traverse the additional survey graph to identify an additional suggested survey prompt corresponding to the adjoining node.
19. The system of claim 18 , further comprising instructions that, when executed by the at least one processor, cause the system to:
provide, to the administrator client device, an option to use the additional suggested survey prompt; and
based on receiving an indication of a user interaction with the option to use the additional suggested survey prompt, generate a digital survey comprising the user-generated survey prompt, the suggested survey prompt, and the additional suggested survey prompt.
20. The system of claim 15 , further comprising instructions that, when executed by the at least one processor, cause the system to:
based on the first node satisfying a survey prompt response metric, extract survey prompt wording from the first node; and
provide the survey prompt wording from the first node to the administrator client device as the suggested survey prompt with the option to use the suggested survey prompt.