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bdkbZ—8% fo"kerk ,oa i`Fkq'kh"kZRo % dkyZ fi;lZu] ckmys] oSQyh dh fof/;k¡




                                                                                                      uksV

              VkLd  fo"kerk dk izFke eki fdls dgrs gSa \

            II. fo"kerk osQ lkis{k eki (Relative Measures of Skewness)

            nks Jsf.k;ksa ;k caVuksa dh rqyuk djus osQ fy, fo"kerk osQ lkis{k eki Kkr fd, tkrs gSaA budks fo"kerk xq.kkad
            (Coefficient of skewness) Hkh dgrs gSaA lkis{k eki ;k fo"kerk xq.kkad Kkr djus osQ fy, fujis{k eki dks
            vifdj.k osQ fdlh Hkh eki ls foHkkftr dj fn;k tkrk gSA ijUrq è;ku jgs] O;ogkj esa osQoy izeki fopyu
            dk gh iz;ksx fd;k tkrk gS] D;ksafd vifdj.k osQ vU; eki fdlh&u&fdlh :i esa lhekxzflr gSa tcfd izeki
            fopyu ,d vkn'kZ eki gSA
            lkis{k fo"kerk osQ izeq[k eki (Main Measures of Relative Skewness)

            lkis{k fo"kerk osQ fuEu pkj izeq[k eki gSaμ
                 (1) dkyZ fi;lZu fo"kerk xq.kkad (Karl Pearson Coefficient of Skewness)
                 (2) ckmys dk fo"kerk xq.kkad (Bowley’s Coefficient of Skewness),
                 (3) oSQyh dk fo"kerk xq.kkad (Kelly’s Coefficient of Skewness),

                 (4) ifj?kkrksa ij vk/kfjr fo"kerk eki (Skewness Measures based on Moments)A
            (1) dkyZ fi;lZu fo"kerk xq.kkad (Karl Pearson Coefficient of Skewness)
            dkyZ fi;lZu dk eki lekUrj ekè; rFkk cgqyd osQ vUrj ij vk/kfjr gS vkSj foHkktd osQ :i esa izeki
            fopyu dk iz;ksx gksrk gSA
                                          X −  Z
            lw=kkuqlkjμfi;lZu fo"kerk xq.kkad ;k J =
                                            σ
            oSdfYid lw=k (Alternative Formula)μ;fn cgqyd vLi"V o vfuf'pr gS rks ekè;ksa osQ ikjLifjd lEcU/
            osQ vk/kj ij oSdfYid lw=k dk iz;ksx fd;k tkrk gS tksfd bl izdkj gSμ
                             3(X −  M)
            oSdfYid lw=k%  J =                                         [Q   X  – Z = 3(X  – M)]
                                σ
            fi;lZu xq.kkad dh fo'ks"krk,¡μ(i) ;fn J dk eku 'kwU; gS rks caVu fo"kerk jfgr vFkkZr~ lefer gksrk gSA (ii)
            ;fn J dk eku (+) esa gS rks /ukRed fo"kerk vkSj (–) gksus ij Í.kkRed fo"kerk gksrh gSA (iii) fl¼kUr :i esa
            bl xq.kkad dh dksbZ lhek ugha gS (tksfd bldk izeq[k nks"k gS) ijUrq O;ogkj esa ;g lkekU;r;k ± 1 osQ chp
            jgrk gSA oSdfYid lw=k dh fLFkfr esa xq.kkad dh lhek,¡ ± 3 gksrh gSaA
            (2) ckmys dk fo"kerk xq.kkad (Bowley’s Coefficient of Skewness)
            izks- ckmys dk fo"kerk xq.kkad prqFkZdksa vkSj eè;dk ij vk/kfjr gSA bls fo"kerk dk f}rh; eki Hkh dgrs gSaA
            ,d lefer caVu esa nksuksa prqFkZd eè;dk ls leku nwjh ij gksrs gSa vFkkZr~ (M – Q  = Q  – M)A ;fn ;g vUrj
                                                                          3
                                                                      1
            leku ugha gS rks caVu esa fo"kerk fuf'pr gSA bu vUrjksa osQ vk/kj ij fd;k x;k eki gh ckmys dk fo"kerk
            eki gSA pw¡fd bl eki dk iz;ksx loZizFke MkW- ckmys }kjk fd;k x;k Fkk] blfy, bls ‘Bowley’s Measures
            of Skewness’ Hkh dgrs gSaA lw=k bl izdkj gSμ
            ckmys dk fujis{k fo"kerk eki ;k fo"kerk dk prqFkZd ekiμ
                   SK  = (Q  – M) – (M – Q ) ;k  SK  = Q  + Q  – 2M
                                                      3
                                                          1
                                      1
                     Q
                                                  Q
                          3
            ckmys dk fo"kerk xq.kkad ;k fo"kerk dk prqFkZd xq.kkadμ
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