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	<title>Comments on: Statistical Discrimination is (Probably) Bad</title>
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	<description>Overcoming Bias is economist Robin Hanson’s blog, on honesty, signaling, disagreement, forecasting, and the far future.</description>
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		<title>By: Bill</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422822</link>
		<dc:creator>Bill</dc:creator>
		<pubDate>Fri, 25 Jul 2008 03:07:48 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422822</guid>
		<description>Discrimination.  We need it, to some extent.  We have to be able to tell the difference between good and bad, and there are certain characteristics of a person that provide tell-tale signs that the person is good or bad.  However, the bad thing about discrimination is that people become &quot;profilers&quot; in that they pick up initial vibrations or characteristics, and then pre-maturely judge that person as either good or bad without really giving the person a chance.  Like, a person can be really good, but you observe this person smoking crack.  The person can still be really good, but buys and smokes it privately without letting it on, dealing it, or sharing it.  Not that crack is good, but the person&#039;s dependancy on it doesn&#039;t harm anyone else but himself.  On that note, we can make the judgement that even though the crack habit is bad, the person is harmless.  On the other hand, though, his dealer...
Discrimination is also used against black people in the form of a stereotype. &quot;All tall black men play basketball,&quot;  is a good example.  There are many false conclusions that can come out of this, one of which is that a &quot;tall black man uses basketball as a crutch to get through life.&quot;  Which could mean, in essence, that &quot;tall black men are unable to effectively learn, therefore, as long as they are good at basketball, an education is unnecessary.&quot;
I am a salesman.  So, I might be selling products in a neighborhood, and the entire neighborhood has discriminated against me because of my choice of profession.  I am turned away at the door because, &quot;all salesmen are crooks.&quot;
Here&#039;s a good one that Criminal Minds had a habit of characterizing.  &quot;All skinny white men with glasses are serial killers or perverts.&quot;  Although, one of the profilers is a skinny, paranoid, master mind of forensic science, the same conclusion without any further knowledge can be made about him.  His fictional history, is actually, that as a high school student, he was raised by his bi-polar, agrophobic mother who was also schizophrenic.  Though he was not any of those things, he &quot;acted out&quot; the character in his childhood until he finally was able to overcome it through forensic science to become one of the greatest crime-solving profilers in history.  If we, as run-of-the-mill, judgemental people, had actually encountered this man early in his life, we would have tossed him to the drug dealers, making the assumption that he was a worthless human being.  Then, he might have ended up some kind of perverted, serial killer.
Interesting.  How many people have YOU turned into killers due to false judgements on their characters?

</description>
		<content:encoded><![CDATA[<p>Discrimination.  We need it, to some extent.  We have to be able to tell the difference between good and bad, and there are certain characteristics of a person that provide tell-tale signs that the person is good or bad.  However, the bad thing about discrimination is that people become &#8220;profilers&#8221; in that they pick up initial vibrations or characteristics, and then pre-maturely judge that person as either good or bad without really giving the person a chance.  Like, a person can be really good, but you observe this person smoking crack.  The person can still be really good, but buys and smokes it privately without letting it on, dealing it, or sharing it.  Not that crack is good, but the person&#8217;s dependancy on it doesn&#8217;t harm anyone else but himself.  On that note, we can make the judgement that even though the crack habit is bad, the person is harmless.  On the other hand, though, his dealer&#8230;<br />
Discrimination is also used against black people in the form of a stereotype. &#8220;All tall black men play basketball,&#8221;  is a good example.  There are many false conclusions that can come out of this, one of which is that a &#8220;tall black man uses basketball as a crutch to get through life.&#8221;  Which could mean, in essence, that &#8220;tall black men are unable to effectively learn, therefore, as long as they are good at basketball, an education is unnecessary.&#8221;<br />
I am a salesman.  So, I might be selling products in a neighborhood, and the entire neighborhood has discriminated against me because of my choice of profession.  I am turned away at the door because, &#8220;all salesmen are crooks.&#8221;<br />
Here&#8217;s a good one that Criminal Minds had a habit of characterizing.  &#8220;All skinny white men with glasses are serial killers or perverts.&#8221;  Although, one of the profilers is a skinny, paranoid, master mind of forensic science, the same conclusion without any further knowledge can be made about him.  His fictional history, is actually, that as a high school student, he was raised by his bi-polar, agrophobic mother who was also schizophrenic.  Though he was not any of those things, he &#8220;acted out&#8221; the character in his childhood until he finally was able to overcome it through forensic science to become one of the greatest crime-solving profilers in history.  If we, as run-of-the-mill, judgemental people, had actually encountered this man early in his life, we would have tossed him to the drug dealers, making the assumption that he was a worthless human being.  Then, he might have ended up some kind of perverted, serial killer.<br />
Interesting.  How many people have YOU turned into killers due to false judgements on their characters?</p>
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		<title>By: Tim Tyler</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422821</link>
		<dc:creator>Tim Tyler</dc:creator>
		<pubDate>Mon, 03 Mar 2008 11:40:54 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422821</guid>
		<description>The top paragraph seems like a straight-forwards recommendation
to sacrifice one&#039;s own welfare, in the hope of encouraging a
large-scale social aim.  It seems rather like a recommendation
to donate money to some worthy charity.

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		<content:encoded><![CDATA[<p>The top paragraph seems like a straight-forwards recommendation<br />
to sacrifice one&#8217;s own welfare, in the hope of encouraging a<br />
large-scale social aim.  It seems rather like a recommendation<br />
to donate money to some worthy charity.</p>
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		<title>By: konshtok</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422820</link>
		<dc:creator>konshtok</dc:creator>
		<pubDate>Thu, 18 Jan 2007 17:19:13 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422820</guid>
		<description>The next post is about how much other people opinion matters to us
If it&#039;s true and we only give it about 30% then it means that the determining factor in the behavior of discriminated people is what they think they can and should do and not what the discriminating people think
So discrimination needs to be very strong and self esteem very low to deter high enders from trying to improve their condition
this all assumes that discrimination is not enforced by law and force
</description>
		<content:encoded><![CDATA[<p>The next post is about how much other people opinion matters to us<br />
If it&#8217;s true and we only give it about 30% then it means that the determining factor in the behavior of discriminated people is what they think they can and should do and not what the discriminating people think<br />
So discrimination needs to be very strong and self esteem very low to deter high enders from trying to improve their condition<br />
this all assumes that discrimination is not enforced by law and force</p>
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		<title>By: Michael Sullivan</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422819</link>
		<dc:creator>Michael Sullivan</dc:creator>
		<pubDate>Thu, 18 Jan 2007 16:48:19 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422819</guid>
		<description>There&#039;s a purely personal advantage to avoiding most statistical discrimination.  It avoids succumbing to hammer-nail bias (&quot;when all you have is a hammer, everthing looks like a nail&quot;).

Statistical cues tend to be very weak relative to other, more relevant cues.  When they really are *all* you have, or in the rare cases where they provide fairly strong evidence, it makes sense to use them.  But the road is littered with examples where the use of a statistical cue leads one to ignore much stronger individual cues that were available with little extra effort.

I believe we have a signficant bias toward overvaluing our initial information about a problem (first-impression bias).   To me, this is equivalent to &quot;hammer-nail bias&quot; -- the first tool we use to look at a problem becomes a lens that we tend to have on everytime we look at the problem, so to speak.    A tool that we use often enough, becomes a lens that we leave on our eyes all the time, and we have trouble imagining what the world would look like without it.

Therefore it behooves us as much as possible to avoid letting a weak cue be the first information we process about someone/thing, or to make a habit of using a tool that primarily generates very weak cues.

No, I don&#039;t have any science to justify my claim, I&#039;m just throwing it out there as a possibility based on anecdotal evidence.    If I am correct, then using statistical discrimination in a computer algorithm for a first order sort on large data sets is not so damaging, but using it habitually in everyday life is likely to lead one down a precarious path.
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		<content:encoded><![CDATA[<p>There&#8217;s a purely personal advantage to avoiding most statistical discrimination.  It avoids succumbing to hammer-nail bias (&#8220;when all you have is a hammer, everthing looks like a nail&#8221;).</p>
<p>Statistical cues tend to be very weak relative to other, more relevant cues.  When they really are *all* you have, or in the rare cases where they provide fairly strong evidence, it makes sense to use them.  But the road is littered with examples where the use of a statistical cue leads one to ignore much stronger individual cues that were available with little extra effort.</p>
<p>I believe we have a signficant bias toward overvaluing our initial information about a problem (first-impression bias).   To me, this is equivalent to &#8220;hammer-nail bias&#8221; &#8212; the first tool we use to look at a problem becomes a lens that we tend to have on everytime we look at the problem, so to speak.    A tool that we use often enough, becomes a lens that we leave on our eyes all the time, and we have trouble imagining what the world would look like without it.</p>
<p>Therefore it behooves us as much as possible to avoid letting a weak cue be the first information we process about someone/thing, or to make a habit of using a tool that primarily generates very weak cues.</p>
<p>No, I don&#8217;t have any science to justify my claim, I&#8217;m just throwing it out there as a possibility based on anecdotal evidence.    If I am correct, then using statistical discrimination in a computer algorithm for a first order sort on large data sets is not so damaging, but using it habitually in everyday life is likely to lead one down a precarious path.</p>
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		<title>By: pdf23ds</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422818</link>
		<dc:creator>pdf23ds</dc:creator>
		<pubDate>Thu, 18 Jan 2007 14:50:31 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422818</guid>
		<description>&quot;Stuart, I don&#039;t see why beauty discrimination is any more inevitable than race or gender discrimination.&quot;

A strong argument could be made that beauty discrimination is much more integrated into our cognitive architecture, and much less amenable to manipulation by changing social mores: more of a bias than a prejudice. For instance, there&#039;s not any organized group or grassroots movement that I&#039;m aware of standing up for the rights of ugly people, as there is for women and black people and gay people, and even fat people. If fat people have their own movement and ugly people don&#039;t, I don&#039;t think there&#039;s a lot of hope for one until ugliness becomes treatable. (Say, when we start having robot bodies or something.)
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		<content:encoded><![CDATA[<p>&#8220;Stuart, I don&#8217;t see why beauty discrimination is any more inevitable than race or gender discrimination.&#8221;</p>
<p>A strong argument could be made that beauty discrimination is much more integrated into our cognitive architecture, and much less amenable to manipulation by changing social mores: more of a bias than a prejudice. For instance, there&#8217;s not any organized group or grassroots movement that I&#8217;m aware of standing up for the rights of ugly people, as there is for women and black people and gay people, and even fat people. If fat people have their own movement and ugly people don&#8217;t, I don&#8217;t think there&#8217;s a lot of hope for one until ugliness becomes treatable. (Say, when we start having robot bodies or something.)</p>
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		<title>By: David J. Balan</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422817</link>
		<dc:creator>David J. Balan</dc:creator>
		<pubDate>Thu, 18 Jan 2007 02:58:30 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422817</guid>
		<description>pdf23ds, you are right that there is often an incentive to engage in statistical discrimination.  I am arguing that it is a virtue to refrain from doing so even if one does have an incentive.

Steve Sailer, I am not suggesting that people should be willing to pay an infinite price to avoid even a small amount of statistical discrimination. I&#039;m certainly not willing to do that. I am saying that: (i) avoiding statistical discrimination is a worthy liberal principal that is worth sacrificing for; and (ii) the social payoffs are likely to be large.  BTW, the example is not a good one because in the example the relevant fact is that the neighborhood is crime-ridden, which presumably can be objectively known without recourse to statistical discrimination.
</description>
		<content:encoded><![CDATA[<p>pdf23ds, you are right that there is often an incentive to engage in statistical discrimination.  I am arguing that it is a virtue to refrain from doing so even if one does have an incentive.</p>
<p>Steve Sailer, I am not suggesting that people should be willing to pay an infinite price to avoid even a small amount of statistical discrimination. I&#8217;m certainly not willing to do that. I am saying that: (i) avoiding statistical discrimination is a worthy liberal principal that is worth sacrificing for; and (ii) the social payoffs are likely to be large.  BTW, the example is not a good one because in the example the relevant fact is that the neighborhood is crime-ridden, which presumably can be objectively known without recourse to statistical discrimination.</p>
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		<title>By: Steve Sailer</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422816</link>
		<dc:creator>Steve Sailer</dc:creator>
		<pubDate>Wed, 17 Jan 2007 21:21:46 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422816</guid>
		<description>Are there any readers with children who can swear they don&#039;t practice statistical racial discrimination themselves when it comes to their own children&#039;s safety and welfare? Did they buy a house in an inner city black neighborhood because it was cheap, yet conveniently close to city jobs, with lots of street parking? And did they send their kids to the local public school (not a special program)? And do they have their kids walk home from the conveniently close local school?
</description>
		<content:encoded><![CDATA[<p>Are there any readers with children who can swear they don&#8217;t practice statistical racial discrimination themselves when it comes to their own children&#8217;s safety and welfare? Did they buy a house in an inner city black neighborhood because it was cheap, yet conveniently close to city jobs, with lots of street parking? And did they send their kids to the local public school (not a special program)? And do they have their kids walk home from the conveniently close local school?</p>
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		<title>By: Stuart Armstrong</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422815</link>
		<dc:creator>Stuart Armstrong</dc:creator>
		<pubDate>Wed, 17 Jan 2007 17:04:02 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422815</guid>
		<description>&lt;i&gt;It is striking to me how many people want to speak up and declare support for standard anti-discrimination rules, and how little consensus there seems to be on reasons for these rules. &lt;/i&gt;

Good point - the rules are a messy hodgepodge, generally created when some group became organised enough to petition for them, are fought against by employers (or whatever group is targeted) and then slanted by whatever party happens to be in power at the time.

They also tend to apply to things that are normally easy to measure (which is why beauty doesn&#039;t often make the cut).

&lt;i&gt;And most things that we can change, like our jobs, locations, friends, etc. we usually prefer not to change.&lt;/i&gt;

It&#039;s no only a question of preference, but a question of effort, cost, and efficiency. Changing religions, in most circumstances, involves large costs and efforts, and a (short-term) disruption or lack of efficiency. Changing sexes and races is even more expensive, and not totally successful. This is all out of proportion with whatever real gain can be had by such change (as opposed to other&#039;s judgement of that gain).

Cost alone can&#039;t be used as sensible underpining for anti-discrimination laws, as getting an education, say, or repressing one&#039;s violent urges, also carry costs.

Sticking to job discrimination: as a suggestion, would a sensible basis for anti-discrimination laws be &quot;discrimination should not be made on the basis of elements which carry a large cost to change, and which are unreliable indicators of the ability of the applicant to do the job&quot;?

In that case, one could shift the burden of effort (figuring out if the applicant is trully qualified) to the employer (the effort being much less than a sex/religious change).

That seems a good moral basis for the laws (and would include beauty in most professions). Whether this moral basis should be accepted is a judgement call, and its eventual implementation would need to be balanced against other issues.

The situation would be somewhat different from nowadays - discrimination on the basis of a handicap would be considered the worst, as being the hardest to change. Permitted discrimination levels would also vary depending on technological developments.

Any feelings on this idea?


(PS: I don&#039;t personally entirely agree with this principle, but my reservations feel more like emotional biases rather than reasoned objections)
</description>
		<content:encoded><![CDATA[<p><i>It is striking to me how many people want to speak up and declare support for standard anti-discrimination rules, and how little consensus there seems to be on reasons for these rules. </i></p>
<p>Good point &#8211; the rules are a messy hodgepodge, generally created when some group became organised enough to petition for them, are fought against by employers (or whatever group is targeted) and then slanted by whatever party happens to be in power at the time.</p>
<p>They also tend to apply to things that are normally easy to measure (which is why beauty doesn&#8217;t often make the cut).</p>
<p><i>And most things that we can change, like our jobs, locations, friends, etc. we usually prefer not to change.</i></p>
<p>It&#8217;s no only a question of preference, but a question of effort, cost, and efficiency. Changing religions, in most circumstances, involves large costs and efforts, and a (short-term) disruption or lack of efficiency. Changing sexes and races is even more expensive, and not totally successful. This is all out of proportion with whatever real gain can be had by such change (as opposed to other&#8217;s judgement of that gain).</p>
<p>Cost alone can&#8217;t be used as sensible underpining for anti-discrimination laws, as getting an education, say, or repressing one&#8217;s violent urges, also carry costs.</p>
<p>Sticking to job discrimination: as a suggestion, would a sensible basis for anti-discrimination laws be &#8220;discrimination should not be made on the basis of elements which carry a large cost to change, and which are unreliable indicators of the ability of the applicant to do the job&#8221;?</p>
<p>In that case, one could shift the burden of effort (figuring out if the applicant is trully qualified) to the employer (the effort being much less than a sex/religious change).</p>
<p>That seems a good moral basis for the laws (and would include beauty in most professions). Whether this moral basis should be accepted is a judgement call, and its eventual implementation would need to be balanced against other issues.</p>
<p>The situation would be somewhat different from nowadays &#8211; discrimination on the basis of a handicap would be considered the worst, as being the hardest to change. Permitted discrimination levels would also vary depending on technological developments.</p>
<p>Any feelings on this idea?</p>
<p>(PS: I don&#8217;t personally entirely agree with this principle, but my reservations feel more like emotional biases rather than reasoned objections)</p>
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		<title>By: Robin Hanson</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422814</link>
		<dc:creator>Robin Hanson</dc:creator>
		<pubDate>Wed, 17 Jan 2007 15:47:14 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422814</guid>
		<description>Stuart, I don&#039;t see why beauty discrimination is any more inevitable than race or gender discrimination.  And most things that we can change, like our jobs, locations, friends, etc. we usually prefer not to change.

It is striking to me how many people want to speak up and declare support for standard anti-discrimination rules, and how little consensus there seems to be on reasons for these rules.
</description>
		<content:encoded><![CDATA[<p>Stuart, I don&#8217;t see why beauty discrimination is any more inevitable than race or gender discrimination.  And most things that we can change, like our jobs, locations, friends, etc. we usually prefer not to change.</p>
<p>It is striking to me how many people want to speak up and declare support for standard anti-discrimination rules, and how little consensus there seems to be on reasons for these rules.</p>
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		<title>By: Stuart Armstrong</title>
		<link>http://www.overcomingbias.com/2007/01/statistical_dis.html#comment-422813</link>
		<dc:creator>Stuart Armstrong</dc:creator>
		<pubDate>Wed, 17 Jan 2007 15:41:59 +0000</pubDate>
		<guid isPermaLink="false">http://prod.ob.trike.com.au/2007/01/statistical-discrimination-is-probably-bad.html#comment-422813</guid>
		<description>&lt;i&gt; But anti-discrimination laws are not obviously based on this distinction - some forbidden cues such a religion are things we can influence, and some allowed cues such as beauty allow little influence. &lt;/i&gt;

I feel that&#039;s more a question of &quot;bowing to the inevitable&quot; - trying to enforce anti-beauty discrimination would be impossible, and in most circumstances, religious identity is imovable - for belief and social reasons. Plus, the various religious groups are very influencial.

Let&#039;s look at one specfic case of discrimination: I&#039;m a racist boss wondering whether to hire a salesman from another ethnic group. I&#039;ve decided not to hire him. Several points appear:
1) Turning him down on racist grounds definetly spares me any effort, a net gain.
2) However, I have restricted my field of possible candidates - a loss, dependent on the number of other candidates.
3) Other people may share my prejudice, so this salesman may not have sold well to them - a gain, dependent on how many others share my views.
4) However, hiring a salesman from the same background as myself may mean he shares the same prejudices as me - a loss if there are &lt;i&gt;clients&lt;/i&gt; of the other ethnicity. conversely, the one I turned down may have known a lot about selling to his own group.
5) Hiring this worker, and interacting with him, may have developed my empathy for this other group. May be a loss or a gain (there are some professions - accounting, boder guards - where pretty much any empathy is bad). May have lead to new business opportunities, have made my judgement more accurate, or taken up my time for no efficiency gain.

These are just a few points - there are many more.

That last point - empathy - may be the key to anti-discrimination laws. They seem to hit precisely those domains where accurate empathy is most difficult (man to woman, the disabled, other religions, other cultures - other races is a more subtle, but comes under other cultures).

Whethe you can mandate empathy by law is another matter...
</description>
		<content:encoded><![CDATA[<p><i> But anti-discrimination laws are not obviously based on this distinction &#8211; some forbidden cues such a religion are things we can influence, and some allowed cues such as beauty allow little influence. </i></p>
<p>I feel that&#8217;s more a question of &#8220;bowing to the inevitable&#8221; &#8211; trying to enforce anti-beauty discrimination would be impossible, and in most circumstances, religious identity is imovable &#8211; for belief and social reasons. Plus, the various religious groups are very influencial.</p>
<p>Let&#8217;s look at one specfic case of discrimination: I&#8217;m a racist boss wondering whether to hire a salesman from another ethnic group. I&#8217;ve decided not to hire him. Several points appear:<br />
1) Turning him down on racist grounds definetly spares me any effort, a net gain.<br />
2) However, I have restricted my field of possible candidates &#8211; a loss, dependent on the number of other candidates.<br />
3) Other people may share my prejudice, so this salesman may not have sold well to them &#8211; a gain, dependent on how many others share my views.<br />
4) However, hiring a salesman from the same background as myself may mean he shares the same prejudices as me &#8211; a loss if there are <i>clients</i> of the other ethnicity. conversely, the one I turned down may have known a lot about selling to his own group.<br />
5) Hiring this worker, and interacting with him, may have developed my empathy for this other group. May be a loss or a gain (there are some professions &#8211; accounting, boder guards &#8211; where pretty much any empathy is bad). May have lead to new business opportunities, have made my judgement more accurate, or taken up my time for no efficiency gain.</p>
<p>These are just a few points &#8211; there are many more.</p>
<p>That last point &#8211; empathy &#8211; may be the key to anti-discrimination laws. They seem to hit precisely those domains where accurate empathy is most difficult (man to woman, the disabled, other religions, other cultures &#8211; other races is a more subtle, but comes under other cultures).</p>
<p>Whethe you can mandate empathy by law is another matter&#8230;</p>
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