{"schemaVersion":"ready-scan.resource-sources.v1","locale":"zh-Hant","path":"/zh/sources/source-8d0e3298144646fb","canonicalUrl":"https://readyscan.ai/zh/sources/source-8d0e3298144646fb","machineUrl":"https://readyscan.ai/zh/discovery/sources/source-8d0e3298144646fb.json","page":1,"pageSize":48,"totalCount":1,"totalPages":1,"previous":null,"next":null,"kind":"source","source":{"id":"source-8d0e3298144646fb","url":"https://lifesight.io/solutions/data-analytics/","title":"Lifesight: /solutions/data-analytics/","publisher":"lifesight.io","publicationCount":1,"modifiedOn":"2026-10-18","path":"/zh/sources/source-8d0e3298144646fb","canonicalUrl":"https://readyscan.ai/zh/sources/source-8d0e3298144646fb","machineUrl":"https://readyscan.ai/zh/discovery/sources/source-8d0e3298144646fb.json"},"items":[{"key":"subject:Q140447407","citations":[{"id":"source-8d0e3298144646fb","url":"https://lifesight.io/solutions/data-analytics/","title":"Lifesight: /solutions/data-analytics/","publisher":"lifesight.io","accessedOn":"2026-10-18"}],"editions":[{"language":"en","title":"Lifesight","description":"Marketing measurement software company.","path":"/entities/lifesight-q140447407","canonicalUrl":"https://readyscan.ai/entities/lifesight-q140447407","machineUrl":"https://readyscan.ai/discovery/entities/lifesight-q140447407.json","modifiedOn":"2026-10-18"}],"subject":{"slug":"lifesight-q140447407","name":"Lifesight","questions":[{"question":"How is calibration represented?","path":"/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-8961288f05b535bb1314"},{"question":"What validation should we expect to discuss?","path":"/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-bb8f34351992f164d2f2"},{"question":"Can the technical scope be reviewed before rollout?","path":"/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-3737f4b3c9517e4996c7"},{"question":"How is refresh different from retraining?","path":"/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-671be9b2c8566b61b004"},{"question":"Can we export modelled outputs?","path":"/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-52afea208d4738b5bfaa"}],"facts":[{"id":"content-native-digital-agencies-97205d504b98986c-a-8961288f05b535bb1314","label":"How is calibration represented?","value":"“Experiment findings inform the next MMM run through calibration priors. Attribution-layer adjustments are a separate mechanism.”","path":"/entities/lifesight-q140447407#company-fact-content-native-digital-agencies-97205d504b98986c-a-8961288f05b535bb1314","questionPaths":["/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-8961288f05b535bb1314"]},{"id":"content-native-digital-agencies-97205d504b98986c-a-bb8f34351992f164d2f2","label":"What validation should we expect to discuss?","value":"“Out-of-sample performance, holdout backtesting, residual analysis and appropriate goodness-of-fit measures, alongside experiment evidence.”","path":"/entities/lifesight-q140447407#company-fact-content-native-digital-agencies-97205d504b98986c-a-bb8f34351992f164d2f2","questionPaths":["/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-bb8f34351992f164d2f2"]},{"id":"content-native-digital-agencies-97205d504b98986c-a-3737f4b3c9517e4996c7","label":"Can the technical scope be reviewed before rollout?","value":"“Yes. Use deployment scoping to agree data, assumptions, method fit and the decisions the implementation is intended to support.”","path":"/entities/lifesight-q140447407#company-fact-content-native-digital-agencies-97205d504b98986c-a-3737f4b3c9517e4996c7","questionPaths":["/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-3737f4b3c9517e4996c7"]},{"id":"content-native-digital-agencies-97205d504b98986c-a-671be9b2c8566b61b004","label":"How is refresh different from retraining?","value":"“MMM refreshes weekly with new data and time-varying coefficients. Retraining happens when needed, such as for new variables, material drift or experiment evidence, often around quarterly.”","path":"/entities/lifesight-q140447407#company-fact-content-native-digital-agencies-97205d504b98986c-a-671be9b2c8566b61b004","questionPaths":["/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-671be9b2c8566b61b004"]},{"id":"content-native-digital-agencies-97205d504b98986c-a-52afea208d4738b5bfaa","label":"Can we export modelled outputs?","value":"“Supported APIs, BI connections and reverse ETL can make outputs available elsewhere. Confirm the fields, permissions and delivery pattern for your workflow.”","path":"/entities/lifesight-q140447407#company-fact-content-native-digital-agencies-97205d504b98986c-a-52afea208d4738b5bfaa","questionPaths":["/entities/lifesight-q140447407#company-answer-content-native-digital-agencies-97205d504b98986c-a-52afea208d4738b5bfaa"]}]},"selected":{"language":"en","title":"Lifesight","description":"Marketing measurement software company.","path":"/entities/lifesight-q140447407","canonicalUrl":"https://readyscan.ai/entities/lifesight-q140447407","machineUrl":"https://readyscan.ai/discovery/entities/lifesight-q140447407.json","modifiedOn":"2026-10-18"}}],"versionId":"fnv1a64:9c3d04b2a96337da"}