Die KI-Forecast-Kontrollkarte

Jede Zeile nennt eine Aussage zu dieser Abbildung, ihre Quelle und die Art ihrer Prüfung.

• A SBK19-C1 The five, named: "five key contingency factors specificity of the decision search space interpretability of the decisionmaking process and outcome size of the alternative set decision making speed and replicability"Shrestha, Ben-Menahem & von Krogh. (2019)
• A SBK19-C2 The factors are a comparison frame, not a ranking: the article "identifies the idiosyncrasies of human and ai based decision making along five key contingency factors", so different combinations imply different splits of the workShrestha, Ben-Menahem & von Krogh. (2019)
• A RAI21-C1 The two concepts, defined: "whereas automation implies that machines take over a human task, augmentation means that humans collaborate closely with machines to perform a task"Raisch & Krakowski. (2021)
• A RAI21-C3 "if organizations adopt a broader perspective comprising both automation and augmentation they could deal with the tension and achieve comp"lementarities. A conceptual paper in AMR, so this is argued, not measuredRaisch & Krakowski. (2021)
• B V11-OWN-C1 AI demand forecasting is a forecast process in which a model uses declared data and horizon to produce a demand estimate for a named unitAuthor framework grounded in SBK19-C1 and RAI21-C1
• B V11-OWN-C2 A demand-forecasting record should preserve baseline model, input snapshot, horizon, output, confidence or interval, override, reason, and later actualAuthor operating framework
• B V11-OWN-C3 Automation, augmentation, human judgment, forecast output, and realized demand are separate objectsAuthor taxonomy grounded in RAI21-C3
• B V11-OWN-C4 AI forecast quality must be compared against a declared baseline, loss function, segment, maturity window, and data cutoffAuthor evaluation framework

Prüfgrade: A, gegen die gedruckte Seite der Primärquelle geprüft · B, Primärquelle, nur Textebene · C, belastbare Sekundärquelle · D, berichtet.

Diese Abbildung gehört zu einem Essay: Die Zahlen stehen hier, das Argument dort.