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Course: PHARM 300, Fall 2011
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Supporting Evidence Aggressive Glycemic Control Treatment of Type 2 Diabetes Sites of Action of Therapeutic Options for Type 2 Diabetes DCCT: Effects of Intensive vs Conventional Glycemic Control UKPDS: Design UKPDS: Effects of Intensive (Sulfonylurea/Insulin) Treatment UKPDS: Effects of Intensive (Metformin) Treatment* UKPDS: Effects of Glycemia Exposure Over Time UKPDS: Risk Reduction in DiabetesRelated...

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Supporting Evidence Aggressive Glycemic Control Treatment of Type 2 Diabetes Sites of Action of Therapeutic Options for Type 2 Diabetes DCCT: Effects of Intensive vs Conventional Glycemic Control UKPDS: Design UKPDS: Effects of Intensive (Sulfonylurea/Insulin) Treatment UKPDS: Effects of Intensive (Metformin) Treatment* UKPDS: Effects of Glycemia Exposure Over Time UKPDS: Risk Reduction in DiabetesRelated Complications (A1c) Diabetes Prevention Program: Protocol Design Diabetes Prevention Program: Reduction in Diabetes Incidence Structures of Thiazolidinediones Thiazolidinediones: Mechanism of Insulin Sensitization PPAR vs. gamma PPAR (fibrates) work mostly in the liver and lower VLDL triglycerides and increase HDL-C but do not affect FFA, glucose, or insulin sensitivity PPAR gammas (TZDs such as rosiglitazone or pioglitazone) promote new fat cells in subcutaneous tissue and decrease intramuscular and visceral fat. Thiazolidinediones: Rationale for Type 2 Diabetes Therapy ACTOS, an Insulin Sensitizer Reduced Insulin Resistance Suggested by HOMA Analysis of Pioglitazone Therapy Improved -Cell Response Suggested by HOMA Analysis of Pioglitazone Therapy Changes in A1c From Baseline in All Treated Patients Endpoint Changes in Patients With Lower Baseline A1c (Mean 9.0%)* Change in FPG From Baseline in All Treated Patients Change in Lipid Profile at Endpoint: ACTOS 26-Week Monotherapy DREAM Study for Prevention of Diabetes 5,269 persons with pre-diabetes randomized to rosiglitazone (8 mg daily) vs. placebo and ramipril vs. placebo for median of 3 years 10.6% of those on rosiglitazone progressed to type 2 diabetes vs. 25% on placebo, a 62% risk reduction (p<0.0001). Primary endpoint of development of diabetes or death from any cause reduced by 60% 51% of those on rosiglitazone vs. 30% on placebo returned to normal blood sugar No significant difference in future cardiovascular events, but higher rate of new heart failure in those on rosiglitazone (0.5%) vs. placebo (0.1%). Body weight increased 2.2kg more in the rosiglitazone vs. placebo group. 5238 patients with type 2 diabetes who had evidence of macrovascular disease assigned to oral pioglitazone titrated from 15 mg to 45 mg (n=2605) or matching placebo (n=2633), taken w/existing drugs. Primary endpoint: combined all-cause mortality, non fatal myocardial infarction (including silent myocardial infarction), stroke, acute coronary syndrome, endovascular or surgical intervention in the coronary or leg arteries, and amputation above the ankle. Over an average of 34.5 months. 514 of 2605 patients in the pioglitazone group and 572 of 2633 patients in the placebo group achieved the primary endpoint (HR 0.90, 95% CI 0.80-1.02, p=0.095). Lancet 2005; 366: 1279-89 PROACTIVE Study: Secondary Prevention of Macrovascular Events in Persons with Diabetes from Pioglitazone Cholesterol Treatment Trialists' (CCT) Collaboration: Efficacy and safety of cholesterol-lowering treatment: prospective meta-analysis fo data from 90,056 participants in 14 randomized trials of statins (The Lancet 9/27/05) Over average 5 year treatment period (per mmol/L reduction--approx 40 mg/dl in LDL-C): 12% reduction in all-cause mortality 19% reduction in coronary mortality 23% reduction in MI or CHD death 17% reduction in stroke 21% reduction in major vascular events No difference in cancer incidence (RR=1.00). Statin therapy can safely reduce 5-year incidence of major coronary events, revascularization, and stroke by about 20% per mmol/L (about 38 mg/dl) reduction in LDL-C Collaborative Atorvastatin Diabetes Study (CARDS) 2838 patients aged 40-75 with type 2 diabetes, no prior CVD, but at least 1 of the following: retinopathy, albuminuria, smoking, or hypertension Randomization to 10 mg atorvastatin or placebo Mean follow-up 3.9 years Reduction in all CVD events of 37% (p=0.001), all cause mortality 27% (p=0.059). CHD events reduced 36% and stroke 48%. Colhoun HM et al., The Lancet 2004; 364: 685-696 Relative Risk of Events in 4S Study Placebo Simvastatin 26.2 18.6 30.4 19.5 CAD Events 40 30 Patients (%) 20 10 0 Revascularization 25 20 Patients (%) 15 10 5 0 37.5 23.5 NFG 95% CI = 0.59RR = 0.68 0.79 P <0.001 n = 1631/1606 16.6 11.5 RR = 0.62 95% CI = 0.46-0.85RR = 0.58 95% CI = 0.41-0.80 P <0.001 n = 232/251 P <0.003 n = 335/343 21.1 16.7 10.2 11.6 IFG DM Total Mortality 25 20 15 Patients (%) 10 5 0 RR = 0.67 P <0.001 NFG IFG 95% CI = 0.55-0.80 RR = .57 95% CI = 0.37-.87 RR = 0.52 P <0.01 n = 335/343 n = 1631/1606 P <0.005 DM 95% CI = 0.32-0.82 n = 232/251 10.4 13.1 7.7 7.3 16.4 12.8 RR = 0.72 P <0.005 NFG IFG 95% CI = 0.57-0.90 RR = 0.57 95% CI = 0.35-0.93RR = 0.79 n = 1631/1606 P <0.02 n = 335/343 P <0.34 DM 95% CI = 0.49-1.27 n = 232/251 Reduction in CHD Event Rates With Statin Treatment (WOSCOPS) 12 CHD event rate (%) 10 8 6 4 2 0 Patients With Metabolic Syndrome Patients Without Metabolic Syndrome 7.7 6.2 4.4 Placebo Pravastatin 10.4 Sattar N, et al. Circulation. 2003;108:414-419 Are LDL and HDL Effects Additive? 2nd Order Relationship % Absolute Change in LDL+HDL 0 0 BIP 10 20 30 40 ALLHAT 50 60 70 80 % CV Event RRR 20 VA HIT DAIS LIPID HHS CDP PROSPER HPS CARE, 4S AFCAPS/ TexCAPS 40 60 80 100 WOSCOPS ASCOT FATS F/U R2 = 0.8512 HATS FATS Hypertension Optimal Treatment (HOT): Outcomes in Patients With Diabetes UKPDS: Effects of Tight vs Less-Tight Blood Pressure Control Most CHD Events May be Preventable by Control of Blood Pressure, HDL-C, LDL-C to "Optimal" Levels in Persons with the Metabolic Syndrome Proportion of CHD Events Prevented (PAR%) 90 80 70 60 50 40 30 20 10 0 28.2 (Wong et al., Am J Cardiol 2003; 91: 1421-26) 80.5 82.1 51.2 46.2 45.1 ** 50.6 38.1 * Men BP only HDL-C only LDL-C only Women All 3 factors * p<0.05, ** p<0.01 compared to men The endocannabinoid system An endogenous signaling system which contributes to physiologic regulation of energy balance, food intake, and lipid and glucose metabolism through both central and peripheral effects Effects of cannabinoid-1 receptor blocker rimonabant on weight reduction and cardiovascular risk factors over 1 year: RIO Europe Study 1,507 pts with BMI >=30 or >27 with dyslipidemia and/or hypertension randomized to placebo, 5mg or 20 mg rimonabant, w/hypocaloric diet Weight loss at 1 year: -3.4 kg w/5mg, -6.6 kg w/10 mg rimonabant vs. placebo (-1.8 kg) Rimonabant 20 mg produced greater improvements in waist circumference, HDL-C, triglycerides, LDL-C, insulin, and prevalence of metabolic syndrome (reduced by 34% w/placebo vs. 64.8% with rimonabant) Van Gaal LF, et al. Lancet 2005; 365: 1389-97 Metabolic Syndrome: Lifestyle Management Obesity / weight management: low fat high fiber diet resulting in 500-1000 calorie reduction per day to provide a 7-10% reduction on body weight over 6-12 mos, ideal goal BMI <25 Physical activity: at least 30, pref. 60 min moderate intensity on most or all days of the week as appropriate to individual Nutritional recommendations per ATP III guidelines: low intake of saturated fats, trans fats, and cholesterol, reduced consumption of simple sugars, and increased intakes of fruits, vegetables, and whole grains are reasonable Grundy SM, Hansen B, Smith SC, et al. Clinical management of metabolic syndrome. Report of the American Heart Association / National Heart, Lung, and Blood Institute / American Diabetes Association Conference on Scientific Issues Related to Management. Circulation 2004; 109: 551-556 Therapeutic Lifestyle Changes Nutrient Composition of TLC Diet Nutrient Saturated fat Polyunsaturated fat Monounsaturated fat Total fat Carbohydrate Fiber Protein Cholesterol Total calories (energy) expenditure Recommended Intake Less than 7% of total calories Up to 10% of total calories Up to 20% of total calories 2535% of total calories 5060% of total calories 2030 grams per day Approximately 15% of total calories Less than 200 mg/day Balance energy intake and to maintain desirable body weight/ prevent weight gain Effect of Mediterranean-style diet in the metabolic syndrome 180 pts with metabolic syndrome randomized to Mediterranean-style vs. prudent diet for 2 years Those in intervention group lost more weight (-4kg) than those in the control group (+0.6kg) (p<0.01), and significant reductions in CRP and Il-6. After 2 years, 40 pts in intervention group still had features of metabolic syndrome compared to 78 pts in the control group Esposito K et al. JAMA 2004; 292(12): 1440-6. Therapeutic Goals and Recommendations for Clinical Management of Metabolic Syndrome (Grundy et al. Circulation 2005; 112 (epub) Oct 18) Dyslipidemia LDL-C, HDL-C, TG, non-HDL-C Elevated Blood Pressure Elevated Glucose Prothrombotic and Proinflammatory States ABC's of Metabolic Syndrome Management Intervention Goals / Treatment with low-dose aspirin (or clopidogrel in those with CVD if aspirin is contraindicated) and consider low-dose aspirin in moderately high-risk patients. Aim for BP <130/85 mm Hg, or <130/80 mm Hg for type 2 diabetes. Consider ACE-I or ARBs and low dose diuretics in combination rx. A Antiplatelet agent Treat all high-risk patients B BP Control ABC's of Metabolic Syndrome Management Interventio Goals n C Cholesterol Management LDL-C targets, ATP III guidelines High Risk: CHD, CHD risk equivalents (incl. >20% 10-year risk): <100 mg/dL (option <70 mg/dl if CVD present) Moderately High Risk (10-20% risk or subclinical disease) 2 RF: <130 mg/dL, option <100 mg/dL Moderate Risk (2+ RF, <10%) <130 mg/dL -- Low Risk: 0-1 RF: <160 mg/dL Non-HDL-C targets 30 mg/dL higher HDL-C: >40 mg/dL (men) >50 mg/dL (women) TG: <150 mg/dL Long term smoking cessation Cigarette Goals for Elevated Glucose For IFG delay progression to type 2 diabetes; for diabetes, HgbA1c <7.0% For IFG encourage weight reduction and increased physical activity For type 2 diabetes, lifestyle therapy and if necessary, pharmacologic therapy to achieve near normal HgbA1c <7%; modify other risk factors and behaviors. Limited clinical trial data on treatment to reduce CVD events; neither metformin or thiazolidinediones recommended just for prevention of diabetes because cost-effectiveness and long-term safety not yet documented. Grundy et al. AHA/NHLBI scientific statement on diagnosis and management of metabolic syndrome. Circulation Oct 18, 2005; 112 (e pub)
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Rutgers - PHARM - 300
Basic Considerations for Prevention of Blindness in Diabetes Care and EducationProf. Morsi Arab Emeritus Professor of Medicine University of AlexandriaPrevelance of DM in whole Egypt in Different Age Groups16 14 12 % population 10 8 6 4 2 0 0.62 0.80 3
Rutgers - PHARM - 300
Diabetes and Metabolic DiseasePaul R. EarlFacultad de Ciencias Biolgicas Universidad Autnoma de Nuevo Len San Nicols, NL 66450, Mexico pearl@dsi.uanl.mxNicolas PaulescuDiscoveryIn the middle of the 19th century, evidence from autopsies started to sug
Rutgers - PHARM - 300
DIABETES IN SUB-SAHARAN AFRICADr Kaushik RamaiyaThe future burden of diabetes in sub-Saharan Africa20 18 16 14 12 10 8 6 4 2 02030millions2025 2010Amos et al, 1997 WHO, King et al, 1998 WHO, Wild et al, 2003Africa is experiencing a rapid epidemiol
Rutgers - PHARM - 300
Modifiable Risk Factors for Type 2 Diabetes 2009 Middle Eastern Region Epidemiology Supercourse Alexandria, EgyptEdward Gregg, PhD Epidemiology and Statistics Branch Division of Diabetes Translation Centers for Disease Control and Prevention Atlanta, GA
Rutgers - PHARM - 300
Epidemiology of Type 2 Diabetes 2009 Middle Eastern Region Epidemiology Supercourse Bibliotheca Alexandria, EgyptEdward Gregg, PhD Epidemiology and Statistics Branch Division of Diabetes Translation Centers for Disease Control and Prevention Atlanta, GA
Rutgers - PHARM - 300
Dr. Tawfik A. M. KhojaMBBS, DPHC, FRCGP, FFPH,FRCP (UK) Director General - GCCRiyadh 11/1/1430H - 8/1/2009Dr. Tawfik A. Khoja 1 &quot; (22 ) &quot;&quot; Is then one who Walks headlong, with his face Grovelling, better guided, Or one who walks Evenly on a Straight
Rutgers - PHARM - 300
Diabetes and Other Non-Communicable Diseases / EM Regional PerspectiveDr. Ibtihal Fadhil RA/ NCD/ Health promotion and Protection/ EMRO/WHOFirst BA Regional Workshop on the Epidemiology of Diabetes and Other Non-Communicable Diseases , Bibliotheca Alexa
Rutgers - PHARM - 300
Diabetes as a Global Health Problem The IDF meets the ChallengeBy Prof. Morsi Arab IDF Chairman MENA RegionMENAReported Incidence of Type1 Diabetes at the MENA Region per 100.000 population under 15 yrs ( Diabetes Atlas 2006) Afghanistan Algeria Bahra
Rutgers - PHARM - 300
Dr. Mona Hassan Ahmed Hassan Prof. BiostatisticsWhat to do before sitting to PC?Statistical Software How to generate and interpret results?Data CodingTransformation of qualitative information into Numbers OR SymbolsData PreparationEither the infor
Rutgers - PHARM - 300
Genetics of DiabetesJan Dorman, PhD University of Pittsburgh School of Nursing jsd@pitt.eduType 1 Diabetes (T1D)Type 1 DiabetesCaused by the destruction of the pancreatic beta cells Insulin is no longer produced Leads to hyperglycemia, ketoacidosis a
Rutgers - PHARM - 300
Integrating Genomics into Clinical PracticeJan Dorman, PhD University of Pittsburgh School of Nursing jsd@pitt.edu Applications of Genomics to Clinical PracticeMolecular diagnosis $1000 for human genome sequencePrediction of a healthy person's risk o
Rutgers - PHARM - 300
A Public Health Approach Towards Prevention of IDDMRonald E. LaPorte, University of PittsburghType I diabetes IncidencePRC MEX JPN Cuba PLD DEN UK US NOR SCO SWD CAN FIN 0 5 10 15 20 25 30 35 40Green mountains range beyond the northern wall White wate
Rutgers - PHARM - 300
WHO Collaborating CenterJanice Dorman, Ph.D. Director Molecular Epidemiology Ronald LaPorte, Ph.D. Director Disease Monitoring and TelecommunicationsGSPHThe Importance of IDDM RegistriesDiabetes Epidemiology Team in PittsburghY Allan Drash, M.D. Y Do
Rutgers - PHARM - 300
Cambridge 1983Cambridge Diabetes Epidemiology Course July, 1999 Thinking out of the boxNetwork Everyone in Prevention2009: A HEALTH ODYSSEYGlobal Life Expectancy20 years30 years40 years 70 yearsWHO DIAMOND Project100 Centers 50 CountriesIf Car
Rutgers - PHARM - 300
GLOBAL STRATEGIES FOR THE PREVENTION OF DIABETES AND OTHER NONCOMMUNICABLE DISEASESAla Alwan Assistant Director-General World Health OrganizationWorkshop on Epidemiology of Diabetes and Other Noncommunicable Diseases (Bibliotheca Alexandrina, 8 January
Rutgers - PHARM - 300
Epidemiology of 1 Diabetes Mellitus (T1DM) among children of Novosibirsk City, RussiaSazonova O.V., Simonova G.I., Shubnikov E.V., Galenok V.A., Vaskina E.A., Nikiforov O.A., Akopova A.G., Choubnikova J.M., Nikitin Yu.P. Novosibirsk State Medical Univers
Rutgers - PHARM - 300
TYPES OF STUDIES IN DIABETES EPIDEMIOLOGY :TYPES OF STUDIES BASED ON: : Purpose Time Cost FeasibilityTYPES OF STUDY Observational ) ) Descriptive Analytical Cross-sectional - Retrospective - Prospective - Experimental A STUDY DESIGN FOR THE OUTCOMES
Rutgers - PHARM - 300
(2009 8 ) / : 1948 193 %80 %60 : : , , , , , , , , , : -1 , - 2 -3 . : 1. 2. 3. 4. 5. 6. 7. : , ,
Rutgers - PHARM - 300
(II) 2009 - : : : Normal IGTType 2 DMComplications Disability Death : : &quot; &quot; - () : . 30 . . . . . Kahn et al., Nature, 2006 : 40 30%20 10 0l In di a ba nI nd ia Ur ba nF iji l n 52 00 al d l ra ba on i ze ra 19 20 Ru Ru po g
Rutgers - PHARM - 300
Sntomas emocionales y prctica sexual de pacientes con diabetes mellitus tipo 2 y controles sanos M.C.M. Mara de Lourdes Garca Campos Facultad de Enfermera y Obstetricia de Celaya Universidad de Guanajuato Y Dra. Mara Raquel Huerta Franco Universidad de G
Rutgers - PHARM - 300
PhD Public Health, Suez Canal University, Egypt Diabetes MSc, Cardiff University, United Kingdom Dr. Rasha SalamaDiabetes mellitus (DM) is a group of diseases characterized by high levels of blood glucose resulting from defects in insulin production, in
Rutgers - PHARM - 300
Diabetes Self ManagementLaura WintersteenArleth, MN, RN,CDELearning Objectiveso Understand the impact of diabetes o Distinguish the different types of Diabetes o Identify treatment options for diabetes management o Identify methods of applying the Chro
Rutgers - PHARM - 300
Diabetic KetoacidosisAbdelaziz Elamin Professor of Pediatric Endocrinology University of Khartoum, SudanIntroductionDKA is a serious acute complications of Diabetes Mellitus. It carries significant risk of death and/or morbidity especially with delayed
Drexel - MUSIC - MUS130
Introduction to MusicMUSC 130 2:00-2:50 Nesbitt 111Instructor: Mr. Bruce Kaminsky. Office: MacAlister 2012.Phone (215) 895-2451 email: bk46@drexel.eduDescription: Course objectives: learn principal musical genres influencing western music from antiqu
Shanghai Normal University - ACC - 410
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Shanghai Normal University - ACC - 410
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Shanghai Normal University - ACC - 410
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Shanghai Normal University - ACC - 410
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Shanghai Normal University - ACC - 410
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Shanghai Normal University - ACC - 410
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Shanghai Normal University - ACC - 410
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Shanghai Normal University - ACC - 410
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Shanghai Normal University - ACC - 410
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Purdue University - Main Campus - ECON - 252
1.GDP is defined asa) the market value of all goods and services produced within a country in a given period of time.b) the market value of all goods and services produced by the citizens of a country, regardless ofwhere they are living, in a given pe
Purdue University - Main Campus - ECON - 252
1.The rate of inflation in the United States is 3 percent per year and the rate of inflation in Europe is 6percent per year. If purchasing power parity holds true the Euro price of the U.S. dollar will:a) increase 9 percent each year.c) fall 3 percent
Purdue University - Main Campus - ECON - 252
FIGURE1:TheCircularFlowDiagramHouseholds:Households Own the factors of production, Own the factors of production,sell/rent them to firms for incomesell/rent them to firms for income Buy and consume goods &amp; services Buy and consume goods &amp; services
Purdue University - Main Campus - ECON - 252
1.In an open economy:a) S = I + NCOb) S + T G = NXc) Y = C + I + Gd) None of the above are correct.2.Consider a country with a population of 2.7 million people. Its adult population is 1.6 million. Thelabor force participation rate is 72% and the
Purdue University - Main Campus - ECON - 252
1.In an open economy, gross domestic product equals $1,850 billion, consumption expenditure equals$975 billion, government expenditure equals $225 billion, investment equals $500 billion, and netexports equals $150 billion. What is national savings?a)
Purdue University - Main Campus - ECON - 252
1.In an open economy, gross domestic product equals $1,850 billion, consumption expenditure equals$975 billion, government expenditure equals $225 billion, investment equals $500 billion, and netexports equals $150 billion. What is national savings?a)
Purdue University - Main Campus - ECON - 252
1.The deep recession the United States experienced from 1979 to 1982 was caused by:a) increases in income tax rates.b) a real depreciation of the dollar in international currency markets.c) a tight money policy adopted by the FEDd) All of the above.
Purdue University - Main Campus - ECON - 252
1.We would expect the interest rate on Bond A to be higher than the interest rate on Bond B if the twobonds have identical characteristics except thata) the credit risk associated with Bond A is lower than the credit risk associated with Bond B.b) Bon
Purdue University - Main Campus - ECON - 252
In the countries of Ricardoville and Smithland two goods are produced: Wine and Cheese. Thehours of labor required to produce bottles of wine and pounds of cheese in these countries are shown in thetable below:RicardovilleSmithlandWINE(Hours/Bottle)
Purdue University - Main Campus - ECON - 252
Exam I Practice II (The KEY appears at the end of the exam.)Multiple ChoiceIdentify the choice that best completes the statement or answers the question._1. The adage, &quot;There is no such thing as a free lunch,&quot; is used to illustrate the principle that
Purdue University - Main Campus - ECON - 252
The Vertical Long-Run Phillips Curve1968: Milton Friedman and Edmund Phelps argued that the tradeoff was temporary.Natural-rate hypothesis: the claim that unemployment eventually returns to its normal or natural rate, regardless of the inflation rate
Purdue University - Main Campus - ECON - 252
13Open-EconomyMacroeconomics:Basic ConceptsInternational Flows of Goods &amp;Capital Closed economy Does not interact with other economies inthe world Open economy Interacts freely with other economiesaround the world2International Flows of Goods
Purdue University - Main Campus - ECON - 252
13Open-EconomyMacroeconomics:Basic Concepts1International flows of goods and capital: summaryTrade deficitExports &lt; ImportsNet Exports &lt; 0Y&lt;C+I+GSaving &lt; InvestmentNet Capital Outflow &lt; 0Balanced tradeTrade surplusExports = ImportsNet Expor
Purdue University - Main Campus - ECON - 252
Review ICheryl QiFIGURE 1: The Circular-Flow DiagramRevenueG&amp;SsoldMarkets forGoods &amp;ServicesFirmsFactors ofproductionWages, rent,profitSpendingG&amp;SboughtHouseholdsMarkets forFactors ofProductionLabor, land,capitalIncomeGross Domesti
Purdue University - Main Campus - MGMT - 305
Purdue University - Main Campus - MGMT - 305
Purdue University - Main Campus - MGMT - 305
Purdue University - Main Campus - MGMT - 305
Purdue University - Main Campus - MGMT - 305
Chapter 8Interval EstimationOutline: Interval Estimation of a Population MeanLarge Sample CaseSmall Sample Case Determining the Sample Size Interval Estimation of Population ProportionInterval Estimation of a Population Mean:Large-Sample CasePro
Purdue University - Main Campus - MGMT - 305
Chapter 9Hypothesis TestingOutline: Develop Null Hypothesis and Alternative Hypothesis Type I and Type II errors One-Tailed Tests about population mean: Large Sample Case Two-Tailed Tests about population mean: Large Sample Case Tests about populat
Purdue University - Main Campus - MGMT - 305
Chapter 10Statistical Inference about Means andProportions with Two PopulationsOutline: Estimation of the difference between means of twopopulations:1. Point estimator of the difference between themeans of the populations.2. Sampling distribution
Purdue University - Main Campus - MGMT - 305
Chapter 13Analysis of Variance and Experimental DesignOutline:An Introduction to Analysis of VarianceAnalysis of Variance: Testing for the Equality ofk Population MeansAnalysis of Variance (ANOVA) can be used to test for theequality of three or mor
Purdue University - Main Campus - MGMT - 305
Purdue University - Main Campus - MGMT - 305
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Purdue University - Main Campus - MGMT - 305
Chapter9HypothesisTestingssssssDevelopingNullandAlternativeHypothesesTypeIandTypeIIErrorsOneTailedTestsAboutaPopulationMean:LargeSampleCaseTwoTailedTestsAboutaPopulationMean:LargeSampleCaseTestsAboutaPopulationMean:SmallSampleCaseTestsAbou
Purdue University - Main Campus - MGMT - 305
Chapter10ComparisonsInvolvingMeansEstimationoftheDifferenceBetweentheMeansofTwoPopulations:IndependentSampless HypothesisTestsabouttheDifferencebetweentheMeansofTwoPopulations:IndependentSampless InferencesabouttheDifferencebetweentheMeansofTwoPopu
Purdue University - Main Campus - MGMT - 305
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Purdue University - Main Campus - MGMT - 305