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Welcome to this comprehensive lecture on Probability and Expectation, perfectly tailored for commerce, management, and statistics students analyzing data and financial risks! In this session, we differentiate between probability—which represents the percentage chance of an occurrence ranging from zero to one—and expectation, which forecasts long-term average outcomes without assigning exact values. We begin with real-world scenarios, such as cricket matches where projected scores at the 15th over are calculated based on the underlying magic of probability. You will learn the foundational formula for expectation, where the expected number of occurrences is defined by multiplying the number of trials by the probability of a single event. For our statistics students, we illustrate this with fundamental examples, such as tossing a fair coin 60 times to reveal an expectation of 30 heads, emphasizing that this is an average outcome over a long period rather than an exact guarantee. We further explore complex probability combinations, such as throwing two dice 300 times to calculate how often the sum of the scores will be less than five. By mapping out the 36 possible combinations, we determine that the probability of a sum less than five is one out of six, resulting in an expected occurrence of 50 times across the 300 trials. For commerce and management students, the lecture transitions into the crucial concept of Expected Monetary Value (EMV), a vital tool for making sound financial decisions. We define a person's financial expectation using the formula where the monetary amount won is multiplied by the probability of winning. You will learn how to calculate the "fair price" or break-even entry fee of a game, demonstrated through an example where a player pays to toss three coins at once; with a one-in-eight chance of getting three heads to win 100 rupees, the fair entrance fee is mathematically proven to be 12.5 rupees. Anything lower results in a player advantage, while anything higher benefits the house. We also apply these statistical principles to real-world lottery pricing, analyzing how organizers determine ticket prices for games like the Mahajana Sampatha. By calculating the probability of winning the first prize of 10,000 rupees, the second prize of 5,000 rupees, and the third prize of 2,000 rupees, we sum the expected values of each individual outcome to calculate an exact fair market ticket value of 10 rupees. Finally, the video applies expectation to business ventures and corporate finance, evaluating a scenario with a 60% chance of making a 20,000 profit and a 40% chance of a 10,000 loss. By weighing the upside against the downside, we calculate a net positive expected value of 8,000, proving the venture is worth the financial risk. These identical principles are used by banks to charge interest and by investors evaluating risk, return, and stock prices in the financial market. #Probability #ExpectedValue #Statistics #CommerceStudents #ManagementStudents #ExpectedMonetaryValue #BusinessStatistics #FinanceLecture #DataAnalysis #FinancialModeling #RiskManagement #QuantitativeAnalysis #CorporateFinance #FinancialManagement #InvestmentRisk #BusinessDecisions #LearnStatistics #MathForBusiness #ProbabilityTheory #StatisticalAnalysis #BusinessVenture #StockMarket #InvestmentStrategy #ExpectedProfit #NetExpectedValue #FairPrice #LotteryProbability #BusinessEconomics #Commerce #Management #BBA #BCom #Finance #UniversityLecture #AcademicStatistics #StudyStatistics #StudentResources #RiskAndReturn #FinancialRisk #DecisionMaking #ConditionalProbability #ProbabilityDistribution #StatisticalModeling #Econometrics #MathLecture #Finance101 #AccountingStudents #FinanceMajors #BusinessAdministration #Economics #Macroeconomics #FinancialEducation #FinanceTutorial #StudyFinance #FinanceCareers #MarketAnalysis #ProjectedOutcomes #LongTermOutcomes #AverageOutcome #SampleSpace #Combinations #DiceProbability #CoinTossProbability #MutuallyExclusiveEvents #EntryFee #BreakEven #ProfitAndLoss #BusinessStrategy #WealthManagement #PortfolioManagement #AssetManagement #FinancialPlanning #RiskMitigation #RiskTolerance #RiskAversion #ReturnOnInvestment #CapitalBudgeting #FinancialMathematics #QuantitativeMethods #ManagerialEconomics #BusinessAnalytics #DataScience #PredictiveModeling #Forecasting #TrendAnalysis #MarketResearch #VentureCapital #Entrepreneurship #StartupFinance #BusinessPlanning #StrategicManagement #OperationsManagement #ManagementAccounting #FinancialAccounting #CorporateStrategy #InvestmentBanking #TreasuryManagement #FinancialDerivatives #ForexTrading #StockMarketInvesting #FinancialLiteracy #StudyTips #UniversityLife #AcademicSuccess #HigherEducation #DegreeProgram #StudentSuccess #MathTutor #FinanceEducation #BusinessMath