A practical framework for responsible automation

यस सामग्रीको पूर्ण नेपाली अनुवाद तयार हुँदैछ। अंग्रेजी संस्करण तल उपलब्ध छ।

Abstract

This working paper proposes a practical sequence for reviewing an organizational process before automation. It brings together process clarity, information quality, decision responsibility and operational feedback. It is an original practitioner framework, not an empirical study or a peer-reviewed publication.

Scope and method

The framework is intended for an initial discussion with a process owner. It does not establish technical feasibility, legal compliance or a quantified return. Its four review areas are a synthesis of practical system-design questions and public guidance on risk-aware technology use.

1. Define the work

Identify the trigger, required outcome, participants and current steps. Use a real recent example and include exceptions. A process map should describe what happens rather than what a procedure says ought to happen.

2. Examine the information

List the inputs, their sources, access permissions and known quality problems. Identify where information is re-entered, reconciled or interpreted. Distinguish information that can be shared with a tool from information that must remain within a defined boundary.

3. Assign decisions and review

Separate repeatable actions from decisions requiring judgment. State who can approve an action, override a result and stop the system. For any AI-assisted step, define how output quality will be checked and what happens when the result is uncertain.

4. Establish an operating loop

Choose a bounded pilot. Record outcomes, exceptions and correction effort. Agree who maintains the integration and how changes will be tested. Review the pilot before expanding its authority or reach.

Limitations

The framework has not been validated against a representative organizational sample. It provides no benchmark, predicted savings or certification. Its value should be evaluated through documented application and revised with evidence.

Suggested use

Use the questions to structure a workshop, then produce a process map, a risk/dependency list and a decision about the next experiment. Retain a human owner for every proposed automated process.