Einstein Prediction
Represents a prediction result from Salesforce Einstein, including score, label, and explanatory factors.
Artificial IntelligenceComputer-VisionCRMMachine-LearningNatural Language ProcessingPredictive AnalyticsSalesforce
{
"$schema": "https://json-schema.org/draft/2020-12/schema",
"$id": "https://github.com/api-search/salesforce-einstein/json-schema/salesforce-einstein-prediction-schema.json",
"title": "Einstein Prediction",
"description": "Represents a prediction result from Salesforce Einstein, including score, label, and explanatory factors.",
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Unique prediction identifier."
},
"predictionDefinitionId": {
"type": "string",
"description": "ID of the prediction definition that generated this prediction."
},
"recordId": {
"type": "string",
"description": "Salesforce record ID the prediction applies to."
},
"score": {
"type": "number",
"description": "Prediction confidence score, typically between 0.0 and 1.0.",
"minimum": 0,
"maximum": 1
},
"label": {
"type": "string",
"description": "Predicted label for categorical predictions."
},
"predictionType": {
"type": "string",
"description": "Type of prediction.",
"enum": ["Boolean", "Categorical", "Numeric"]
},
"numericValue": {
"type": "number",
"description": "Predicted numeric value for numeric predictions."
},
"factors": {
"type": "array",
"description": "Top factors influencing the prediction.",
"items": {
"$ref": "#/$defs/PredictionFactor"
}
},
"prescriptions": {
"type": "array",
"description": "Recommended actions to improve the predicted outcome.",
"items": {
"$ref": "#/$defs/Prescription"
}
},
"modelId": {
"type": "string",
"description": "ID of the model used for the prediction."
},
"createdDate": {
"type": "string",
"format": "date-time",
"description": "Timestamp when the prediction was generated."
}
},
"required": ["predictionDefinitionId", "score"],
"$defs": {
"PredictionFactor": {
"type": "object",
"description": "A factor that influenced the prediction outcome.",
"properties": {
"featureName": {
"type": "string",
"description": "Name of the feature or field."
},
"featureValue": {
"type": "string",
"description": "Value of the feature for this prediction."
},
"importance": {
"type": "number",
"description": "Importance weight of the factor."
},
"direction": {
"type": "string",
"description": "Whether the factor positively or negatively affects the prediction.",
"enum": ["Positive", "Negative"]
}
},
"required": ["featureName", "importance"]
},
"Prescription": {
"type": "object",
"description": "A recommended action to improve the predicted outcome.",
"properties": {
"action": {
"type": "string",
"description": "Recommended action to take."
},
"description": {
"type": "string",
"description": "Detailed description of the recommendation."
},
"impact": {
"type": "number",
"description": "Expected impact of the action on the outcome."
}
},
"required": ["action"]
}
}
}
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