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vFkZ'kkL=k esa lkaf[;dh; fof/;k¡




                    uksV                     (Q −  3  M ) −  (M −  Q 1 )         Q +  3  Q −  1  2M
                                         J  =  (Q −  3  M ) +  (M −  Q 1 )  ;k  J  =   Q −  Q 1
                                                                              Q
                                          Q
                                                                                     3


                                    uksV~l 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

                                  Lej.kh; rRoμ(1) ;g xq.kkad Hkh ,d 'kq¼ vad gSA (2) bl xq.kkad dh lS¼kfUrd lhek,¡ ± 1 gksrh gSaA (3) ,d
                                  lefer caVu dh fLFkfr esa xq.kkad dk eku 'kwU; gksxkA (4) ckmys vkSj fi;lZu osQ fo"kerk xq.kkad osQ eku leku
                                  ugha gksrs cfYd vlk/kj.k vkÑfr okys caVuksa dh fLFkfr esa buosQ foijhr fpÉ Hkh gks ldrs gSaA iQyr% ;s nksuksa
                                  xq.kkad rqyuh; ugha gSaA
                                  ckmys eki dh lhek,¡ (Limitations)μ;g fo"kerk dh ,d ljy eki gS] ijUrq blosQ ifj.kke fo'oluh; ugha
                                  gksrsA mnkgj.kkFkZ] xq.kkad dk eku dbZ ckj 'kwU; gksus ij Hkh] caVu iw.kZr;k lefer ugha gksrkA bldk dkj.k ;g
                                  gS fd prqFkZd Js.kh osQ lHkh ewY;ksa ij vk/kfjr ugha gksrsA nwljs 'kCnksa esa] ;g eki Js.kh osQ osQoy vk/s (50%)
                                  Hkkx dh fo"kerk dk gh vè;;u djrk gSA
                                  (3) oSQyh dk fo"kerk xq.kkad (Kelly’s Coefficient of Skewness)
                                  oSQyh dk fo"kerk xq.kkad ckmys lw=k dk la'kksf/r :i gSA ckmys lw=k tksfd prqFkZdksa ij vk/kfjr gS] osQ vUrxZr
                                  caVu osQ izFke 25% vkSj vafre 25% ewY; NksM+ fn, tkrs gSaA pw¡fsd ,d vPNk eki og gS tks caVu osQ lHkh
                                  ewY;kas ij vk/kfjr gks vr% bl n`f"V ls oSQyh us prqFkZdksa osQ LFkku ij n'kedksa ;k 'kredksa osQ iz;ksx dk lq>ko
                                  fn;k gSA oSQyh us vius fo"kerk lw=k esa izFke rFkk uosa n'ked vFkok nlosa rFkk uCcsosa 'kred dk iz;ksx fd;k
                                  gSA Li"V gS fd bl fLFkfr esa caVu osQ izFke 10% vkSj vafre 10% vFkkZr~ oqQy 20% ewY; vè;;u ls ckgj jgrs
                                  gSa tcfd 80% ewY; vè;;u esa 'kkfey gksrs gSaA oSQyh dk lw=k fuEu gSμ
                                             D +  D −  2 M                P  +  P  −  2 M
                                         J  =   1 D − 9 D 1    or     J  =   10 P 90  − 90 P 10
                                          K
                                                                      K
                                                 9
                                             D +  D −  2 D                P  +  P  −  2P
                                  or     J  =   1 D − 9  D 1  5  or   J  =   10  P 90  90  P 10  50
                                                                                −
                                          K
                                                                      K
                                                 9
                                  ge tkurs gSaμD  = P , D  = P , M = D  – P
                                              1  10  9   90     5   50
                                  (4) ifj?kkrksa ij vk/kfjr fo"kerk eki (Skewness Measures based on Moments)
                                  bl jhfr esa ekè; ij vk/kfjr r`rh; ifj?kkr dh lgk;rk ls fo"kerk dk eki Kkr dh tkrh gSA
                                  8-3 vifdj.k vkSj fo"kerk esa vUrj  (Difference Between Dispersion and
                                       Skewness)


                                   (1)  vifdj.k ls fdlh caVu dh cukoV dk Kku gksrk gSA ljy 'kCnksa esa] vifdj.k dh ekiksa ls bl ckr
                                        dk irk pyrk gS fd Js.kh osQ fofHkUu in&ewY;ksa dk vkil esa ;k fdlh ekè; ls fdruk fopyu ;k
                                        fc[kjko gSA blosQ foijhr fo"kerk osQ eki ;g crkrs gSa fd Js.kh osQ ekè; ls nksuksa vksj osQ Hkkxksa dk
                                        fopj.k cjkcj gS vU;Fkk fdl Hkkx esa fopj.k vf/d gSA
                                   (2)  vifdj.k bl ckr dh dksbZ tkudkjh ugha nsrk fd ekè; ls fdl fn'kk esa ewY;ksa dk fopj.k vf/d
                                        gS tcfd fo"kerk dh lgk;rk ls ekè; osQ nksuksa vksj osQ Hkkxksa osQ fopj.k dh rqyuk vFkkZr~ /ukRed
                                        vkSj Í.kkRed fo"kerk osQ :i esa lgt gh dh tk ldrh gSA



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