In: Economics
what are the various biases of conducting a contingent valuation experiment? Name and explain all the biases, along with explaining the steps recommended to be taken for treating the said biases.
Contingent valuation values informal care either in terms of the
maximum monetary amount informal carers would be willing to pay for
reducing caring activities, or the minimum monetary amount that
they would be willing to accept for supplying extra informal care.
It is a survey-based approach to putting an economic value on goods
that are not ordinarily bought and sold in the marketplace. It is
frequently used in benefit–cost analyses of environmental amenities
ranging from clean water and wildness areas to health risks and
outdoor recreation. Passive use values can be present if the person
does not use or visit the environmental amenity. There has been a
large ongoing debate with respect to the use of CV. Contingent
valuation has been used to estimate the value of informal care in a
few studies, for example, Gustavsson et al. (2010) estimated the
willingness to pay for reductions in informal care need in
Alzheimer's disease. Although contingent valuation questions might
be relatively simple to ask, they might not be straightforward to
answer as carers might not be used to thinking about monetary
valuation of informal care time and, therefore, some respondents
may be unwilling to value carer time in monetary terms. This might
be especially true if the question is framed as if the care
recipient might pay the carer. In an attempt to solving this
problem van den Berg et al. (2005) suggested framing the question
as if the government was going to compensate the carers, as
sometimes happens via carer allowances.
Types of biases
and their solution:
1) Confermation bias: In hiring, confirmation bias
often plays a detrimental role at the very beginning of the process
when you first review a resume and form an initial opinion of the
candidate based on inconsequential attributes like their name,
where they’re from, where they went to school and so forth.
Solution- While every interview will lend itself
to a unique conversation based on the individual's background, it’s
important to ask standardized, skills-based questions that provide
each candidate with a fair chance to stand out.
2) Conformity bias: When your hiring team gets
together to review a candidate’s application materials and conduct
the interview, conformity bias can cause individuals to sway their
opinion of a candidate to match the opinion of the majority. The
problem is the majority is not always right, which may cause your
team to miss out on an excellent candidate because individual
opinions become muddled in a group setting.
Solution- Before you get your hiring team together
to review a candidate, have them all write down and submit their
individual opinions separate from one another immediately after the
interview ends.
3) Gender bias: It’s no surprise that men are are
all-too-often given preferential treatment over women in the
workplace. But to put proof to the pudding, one study found that
both men and women prefer male job candidates. So much so that, in
general, a man is 1.5x more likely to be hired than a woman.
Solution- Conduct blind screenings of applications
that exclude aspects of a candidate that may reveal their assumed
gender, like name and interests. Set diversity hiring goals to
ensure your company holds itself accountable to equitable hiring
practices. And again, make sure to compare candidates based on
skill and merit rather than traits that can cloud your judgement of
them.
4) Affinity bias: When companies hire for ‘culture
fit,’ they are likely falling prey to affinity bias. When hiring
teams meet someone they like and who they know will get along with
the team, it’s more often than not because that person shares
similar interests, experiences and backgrounds, which is not
helping your team grow and diversify.
Solution- Actively take note of the similarities
you share with the candidate so that you can differentiate between
attributes that may cloud your judgement and the concrete
skills,
experiences and unique qualities that would contribute to your team
as a ‘culture add’ rather than ‘culture fit.’
5) Attribution bias: While this may seem harmless,
humans are quick to judge and falsely assume things about a person
without knowing their full story. When hiring, attribution bias can
cause hiring managers and recruiters to determine a candidate unfit
for the job because of something unusual on their resume or
unexpected behavior during the interview.
Solution- Rather than assume (because we all know
what they say about assuming) a candidate is unfit for a job
because they were late to the interview, ask them what happened —
it could be totally innocent and unprecedented. If there is
something on their resume or something they said during the
interview that caused you to draw conclusions about the
candidate,ask them further clarifying questions.