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Although it has not yet been formally incorporated into data science workflows, I have added data ethics as the fifth key concept because ethics needs to be part of any conversation about data.
The field of business ethics needs economical methods with short timeframes that provide rigorous and valid research results that can be generalised.
Respecting ethics needs to be something you do for its own sake, because you think it's right or wrong, regardless of the consequences.
In a more methodological vein, Nicholas Capaldi (2006) argues that philosophy's contribution to business ethics needs to be a form of explication, rather than exploration.
Ethics needs to be based on what's best for humanity, not what's best for bacteria," he says.... NASA's [Catharine] Conley, who is head of the agency's Planetary Protection office, says exploration has to be done in a "controlled manner" to avoid "destroying stuff we will want later".
Clinical ethics needs to address the day-to-day needs of patients and families Sue MacRae RN Singer et al [ 1] commented that the goal of clinical ethics is to improve patient care.
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National and international bodies concerned with research ethics need to confront the greatest ethical challenge-the enormous inequities in global health research [ 1].
There's always a chance you'll fall foul of sexual morality, which is the only kind you will still admit into debate, but in every other realm, ethics need not trouble you.
Our ethics need to keep up, and we need to involve multidisciplinary teams when doing it.
What normative ethics needed most, according to Stevenson, was clarity about the nature of moral problems.
Ethics need to be carefully sown into the fabric of any startup (read this).
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