{"id":16071,"date":"2022-03-18T23:35:26","date_gmt":"2022-03-18T18:05:26","guid":{"rendered":"http:\/\/www.sachdevajk.in\/2022\/03\/18\/regression-analysis\/"},"modified":"2022-03-20T10:45:50","modified_gmt":"2022-03-20T05:15:50","slug":"regression-analysis","status":"publish","type":"post","link":"http:\/\/www.sachdevajk.in\/?p=16071","title":{"rendered":"Regression analysis"},"content":{"rendered":"<p>NAME \u2013 VAIBHAV MUKIM<br \/>\nSAPID \u2013 80012100116<br \/>\nDIVISION A<br \/>\nRelation between NIFTY and V2 Retail<br \/>\nIntroduction:<br \/>\nV2 Retail Ltd is a portal for all your fashion, lifestyle &amp; home needs. V2 Retail Ltd aims<br \/>\nat providing a hassle free and enjoyable shopping experience to shoppers across the<br \/>\ncountry with the widest variety of products at best of its value. At V2 Retail Ltd we<br \/>\nstrive to achieve the highest level of &#8220;Customer Satisfaction&#8221; possible. Our cutting-<br \/>\nedge E-commerce platform, highly experienced buying team, agile warehouse<br \/>\nsystems and state of the art customer care centre provides customer with V2 Quality<br \/>\nAssurance experience.<br \/>\nObjective:<br \/>\nTo calculate the Beta value and find its significance.<br \/>\nData collection:<br \/>\nThe data was gathered from a secondary source, the NSE&#8217;s official website. Data on the<br \/>\nNSE&#8217;s daily closing stock price and the bank SBI has been gathered. The data has been<br \/>\nnarrowed down to the weekend (Friday) closing price only.<br \/>\nData Analysis:<br \/>\nRegression Equation:<br \/>\nRegression Statistics<br \/>\nMultiple R 0.775826383<br \/>\nR Square 0.601906577<br \/>\nAdjusted R Square 0.592196981<br \/>\nStandard Error 15.0529401<br \/>\nObservations 47<br \/>\nInterpretations:<br \/>\nHere, we can observe that the R square value is 0.414110003, meaning that the 41.4% of<br \/>\nweekly returns of SBI can be explained by Nifty, which is comparatively higher than most<br \/>\nindustry trends. We can conclude that SBI does follows the Nifty trend.<br \/>\nANOVA<br \/>\ndf SS MS F<br \/>\nSignificance<br \/>\nF<br \/>\nRegression 1 14046.5804 14046.5804 61.99090011 9.92E-10<br \/>\nResidual 41 9290.231231 226.5910056<br \/>\nTotal 42 23336.81163<br \/>\nInterpretations:<br \/>\nH0: Nifty is not influencing the weekly returns of V2 Retail.<br \/>\nH1: Nifty is influencing the weekly returns of V2 Retail.<br \/>\nHere as the F value is 61.99090011 which is more than 4, thus we reject the null hypothesis<br \/>\nand accept the alternate hypothesis, concluding that nifty is influencing the weekly returns of<br \/>\nV2 Retail Industries.<br \/>\nAlso, the Significance F value is 0.000451232 which is less than 0.05 thus the model is<br \/>\nsignificant.<br \/>\nCoefficients Standa<br \/>\nrd<br \/>\nError<br \/>\nt Stat P-<br \/>\nvalue<br \/>\nLower<br \/>\n95%<br \/>\nUpper<br \/>\n95%<br \/>\nLower<br \/>\n95.0%<br \/>\nUpper<br \/>\n95.0%<br \/>\nIntercept -130.2219333 34.135<br \/>\n86953<br \/>\n&#8211;<br \/>\n3.8148<br \/>\n12251<br \/>\n0.0004<br \/>\n51232<br \/>\n&#8211;<br \/>\n199.16<br \/>\n07204<br \/>\n&#8211;<br \/>\n61.283<br \/>\n14621<br \/>\n&#8211;<br \/>\n199.16<br \/>\n07204<br \/>\n&#8211;<br \/>\n61.283<br \/>\n14621<\/p>\n<p>Closing<br \/>\nprice of<br \/>\nNIFTY<br \/>\n0.016213217 0.0020<br \/>\n59232<br \/>\n7.8734<br \/>\n30009<br \/>\n9.92E-<br \/>\n10<br \/>\n0.0120<br \/>\n54514<br \/>\n0.0203<br \/>\n7192<br \/>\n0.0120<br \/>\n54514<br \/>\n0.0203<br \/>\n7192<br \/>\nInterpretations:<br \/>\nWe can observe here that the Beta value is 0.016213217 meaning that 1 unit change in Nifty<br \/>\nleads to 0.016213217 change in weekly returns of SBI. Also, the value of beta is positive<br \/>\nindicating the presence of a positive relationship between the two variables.<br \/>\nP value is 0.000451232 which is less than .05 thus the model is significant at 95% confidence<br \/>\ninterval.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>NAME \u2013 VAIBHAV MUKIM SAPID \u2013 80012100116 DIVISION A Relation between NIFTY and V2 Retail Introduction: V2 Retail Ltd is a portal for all your fashion, lifestyle &amp; home needs. V2 Retail Ltd aims at providing a hassle free and enjoyable shopping experience to shoppers across the country with the widest variety of products at&hellip; <a class=\"more-link\" href=\"http:\/\/www.sachdevajk.in\/?p=16071\">Continue reading <span class=\"screen-reader-text\">Regression analysis<\/span><\/a><\/p>\n","protected":false},"author":91997,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-16071","post","type-post","status-publish","format-standard","hentry","category-business","entry"],"_links":{"self":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/16071","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/users\/91997"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16071"}],"version-history":[{"count":1,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/16071\/revisions"}],"predecessor-version":[{"id":16089,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=\/wp\/v2\/posts\/16071\/revisions\/16089"}],"wp:attachment":[{"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16071"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16071"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sachdevajk.in\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16071"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}