Appraisal Statistical Methods
Descriptive and inferential statistics, regression analysis, measures of central tendency, and statistical inference for appraisal.
Learn this first — free lessons on Statistical Methods
About Appraisal Statistical Methods on the Appraiser Exam
Under the 2026 AQB content outline, Appraisal Statistical Methods accounts for 2.7% of the Licensed Residential exam, 4.5% of Certified Residential, and 2.7% of Certified General. This section covers descriptive and inferential statistics, regression analysis, measures of central tendency, and statistical inference for appraisal. Below you will find 200 free practice questions with detailed explanations to help you master this topic and pass your level's exam on the first attempt. The exam reports a scaled score; 75 is the passing scaled score and does NOT equal a raw 75% on practice questions. Scaled scoring adjusts for form difficulty.
Practice Questions
Sale prices are $270,000, $290,000, $300,000, $310,000, $330,000. Treat the listed observations as the complete population and divide by n when computing the standard deviation. Report to the nearest dollar.
MEDIUMA sales sampling frame systematically excludes a relevant part of the target market. What is the principal risk?
MEDIUMAn appraiser estimates a market-wide price trend using only sales data from one brokerage that specializes in luxury homes, without checking how other segments are represented. What is the principal concern?
MEDIUMCompared with analyzing one matched sale pair for one feature, what can a suitably specified multiple regression do?
MEDIUMObserved sale prices are $450,000, $475,000, $425,000, $500,000, $440,000. Calculate the range (maximum−minimum), to the nearest dollar.
EASYThe base-period median sale price is $400,000 and the current-period median is $460,000. Compute the price relative defined as current ÷ base, as a decimal to three places.
MEDIUMThe assessment-to-sale ratios are 0.8, 0.85, 0.9, 0.92, 0.95, 0.98, 1.02, 1.05, 1.08, 1.1, 1.15, 1.2. Calculate COD as [average absolute deviation from the median ÷ median]×100. For even n, average the two middle ratios. Report the COD as a percentage to two decimals.
MEDIUMAssessment-to-sale ratios are 0.94, 0.96, 0.98, 1, 1.01. Compute the arithmetic mean. Report as a decimal ratio to three places.
MEDIUMObserved values are 100, 105, 110, 115, 120. Calculate the range (maximum−minimum).
EASYMarket data show a first quartile sale price of $405,000 and a third quartile sale price of $495,000. What is the interquartile range, to the nearest dollar?
MEDIUMThe sale-price range is $45,000 and the maximum is $385,000. Find the minimum price.
MEDIUMAssessment-to-sale ratios are 0.96, 0.98, 0.99, 1.01. Compute the arithmetic mean. Report as a decimal ratio to three places.
MEDIUMGiven first quartile $400,000, median $440,000 and third quartile $500,000, compute the trimean (Q1+2×median+Q3)/4. Report to the nearest dollar.
MEDIUMThe positive observations are 10, 15, 22.5. Compute their simple geometric mean (product of all observations)^(1/n). Report as a dimensionless ratio to three decimals.
MEDIUMAssessment-to-sale ratios are 0.88, 0.93, 0.96, 0.99, 1.02, 1.07, 1.11. Compute the arithmetic mean. Report as a decimal ratio to three places.
MEDIUMA ratio study has an arithmetic mean assessment-to-sale ratio of 1.02 and a sale-price-weighted mean ratio of 1. Compute PRD = arithmetic mean ÷ weighted mean; report three decimals.
MEDIUMAssessment-to-sale ratios are 1.2, 1.1, 1, 0.9; corresponding sale prices are $100,000, $200,000, $300,000, $400,000 in the same order. Compute PRD as the arithmetic mean ratio divided by the sale-price-weighted mean ratio. Round to two decimals.
MEDIUMSale-price observations are $410,000, $420,000, $435,000, $450,000. Compute the median; order the observations first and average the two middle values if n is even. Report to the nearest dollar.
MEDIUMBefore materially relying on sales from a commercial database, what approach best addresses data reliability?
MEDIUMSale prices are $255,000, $280,000, $300,000, $320,000, $355,000. Using the median of each half including the overall median (Tukey hinges), Q1=$280,000 and Q3=$320,000. Compute the interquartile range Q3−Q1, to the nearest dollar.
MEDIUMSale prices are $190,000, $210,000, $230,000, $250,000, $270,000, $300,000, $360,000. Using the median of each half excluding the overall median, Q1=$210,000 and Q3=$300,000. Compute the interquartile range Q3−Q1, to the nearest dollar.
MEDIUMAssessment-to-sale ratios are 0.94, 1.09, 0.98, 1.03, 1.06. Compute the median; order the observations first and average the two middle values if n is even. Report as a decimal ratio to three places.
MEDIUMThe positive observations are $160,000, $250,000. Compute their simple geometric mean (product of all observations)^(1/n). Report to the nearest dollar.
MEDIUMTwo advertisements quote asking prices but the actual closed consideration is uncertain. Which step best addresses the actual completed sale price?
MEDIUMThe assessment-to-sale ratios are 0.86, 0.94, 1, 1.06, 1.14. Calculate COD as [average absolute deviation from the median ÷ median]×100. For even n, average the two middle ratios. Report the COD as a percentage to two decimals.
MEDIUMA sale-price distribution has fourth central moment m4 = 229,635,000 in (thousands of dollars)^4 and second central moment m2 = 8100 in (thousands of dollars)^2. Compute excess kurtosis m4 / m2² − 3. Use moments with the same population (N) divisor, not an unbiased sample variance; report two decimals.
MEDIUMObserved sale prices are $180,000, $185,000, $190,000, $195,000, $200,000. Calculate the range (maximum−minimum), to the nearest dollar.
EASYThe assessment-to-sale ratios are 0.85, 0.9, 0.92, 0.95, 0.98, 1.02, 1.05, 1.08, 1.1, 1.15. Calculate COD as [average absolute deviation from the median ÷ median]×100. For even n, average the two middle ratios. Report the COD as a percentage to two decimals.
MEDIUMThe assessment-to-sale ratios are 0.9, 0.95, 1.05, 1.1. Calculate COD as [average absolute deviation from the median ÷ median]×100. For even n, average the two middle ratios. Report the COD as a percentage to two decimals.
MEDIUMThe assessment-to-sale ratios are 0.9, 0.94, 0.98, 1.02, 1.06, 1.1. Calculate COD as [average absolute deviation from the median ÷ median]×100. For even n, average the two middle ratios. Report the COD as a percentage to two decimals.
MEDIUMSale-price mean is $510,000, mode $420,000 and standard deviation $90,000. Calculate Pearson's first skewness coefficient (mean − mode) / standard deviation, to two decimals.
MEDIUMAn appraiser is summarizing ten verified sales of similar homes, which sold for $210,000, $240,000, $250,000, $260,000, $270,000, $280,000, $290,000, $300,000, $400,000 and $640,000. One colleague calculates a trimmed mean and another a winsorized mean, each treating one observation in each tail. What are the correct results?
HARDThe arithmetic mean is $400,000 and sample standard deviation is $20,000. Compute the coefficient of variation s/mean, expressed as a decimal ratio. Report three decimals.
MEDIUMFive sale prices are $390,000, $410,000, $420,000, $430,000, $520,000. Remove the single smallest and single largest price, then calculate the mean of the remaining three. Report to the nearest dollar.
MEDIUMWhich statistic is the middle ordered numerical observation when n is odd, and the average of the two middle observations when n is even?
EASYSale prices are arrayed from lowest to highest before analysis. What is the primary purpose?
EASYAn analysis excludes 15 of 60 sales without explanation. What is the concern?
MEDIUMSale-price observations or stated extremes are $370,000, $510,000. Compute the midrange (minimum+maximum)/2 to the nearest dollar.
MEDIUMIn an approximately normal distribution, roughly what share of observations falls within one standard deviation of the mean?
HARDHow should an appraiser handle numerical precision when applying a statistically estimated adjustment?
MEDIUMWhich consideration supports treating a sales sample as representative of a defined market population?
MEDIUMFor positive assessment-to-sale ratios, define COD as 100 × mean absolute deviation from their median ÷ median. How does it differ from the median ratio?
MEDIUMAssume permission and licensing requirements have been satisfied. Before relying on a third-party market study, which step addresses its analytical reliability?
MEDIUMFour parcels have assessed value/sale price pairs of $120,000/$100,000, $210,000/$200,000, $255,000/$300,000 and $300,000/$400,000. Compute each assessment-to-sale ratio. Define PRD as their arithmetic mean divided by total assessed value/total sale price. Which rounded PRD and observed sample tendency follow?
MEDIUMSale-price observations are $185,000, $192,000, $188,000, $195,000, $190,000. Compute the median; order the observations first and average the two middle values if n is even. Report to the nearest dollar.
EASYThe assessment-to-sale ratios are 0.88, 0.92, 0.96, 0.98, 1.02, 1.04, 1.08, 1.12. Calculate COD as [average absolute deviation from the median ÷ median]×100. For even n, average the two middle ratios. Report the COD as a percentage to two decimals.
MEDIUMThe assessment-to-sale ratios are 0.9, 0.9, 0.95, 1, 1, 1.05, 1.05. Calculate COD as [average absolute deviation from the median ÷ median]×100. For even n, average the two middle ratios. Report the COD as a percentage to two decimals.
MEDIUMAssessment-to-sale ratios are 0.85, 0.92, 1, 1.08, 1.15; corresponding sale prices are $500,000, $400,000, $300,000, $200,000, $100,000 in the same order. Compute PRD as the arithmetic mean ratio divided by the sale-price-weighted mean ratio. Round to two decimals.
MEDIUMThe assessment-to-sale ratios are 0.9, 0.95, 1, 1.05, 1.15. Calculate COD as [average absolute deviation from the median ÷ median]×100. For even n, average the two middle ratios. Report the COD as a percentage to two decimals.
MEDIUMEight sales in a market area, in ascending order of price, sold for $210,000, $230,000, $245,000, $260,000, $275,000, $290,000, $310,000, $340,000. By the nearest-rank method, which takes the lowest price at or below which at least 70% of the sales fall, what is the 70th percentile?
MEDIUM+ 150 more questions
Other Appraiser Exam Topics
Real Estate Market
Up to 20% of exam
Property Description
Up to 11.8% of exam
Land or Site Valuation
Up to 4.5% of exam
Sales Comparison Approach
Up to 25.4% of exam
Cost Approach
Up to 13.6% of exam
Income Approach
Up to 19.1% of exam
Reconciliation
Up to 4.5% of exam
USPAP
Up to 21.8% of exam
Emerging Appraisal Methods
Up to 4.5% of exam
- •Master the three approaches to value (sales comparison, cost, income) and know when each applies
- •Understand USPAP requirements thoroughly — Ethics Rule, Competency Rule, Scope of Work, and Standards 1 & 2 are heavily tested
- •Practice math problems including capitalization rates, GRM, adjustments, and depreciation calculations — a financial calculator is allowed (see calculator policy)
- •Review wrong answers and their explanations — understanding why an answer is incorrect is as valuable as knowing the right one
- •Allocate study time based on your level's topic weight — Statistics is 2.7% on LR, 4.5% on CR, and 2.7% on CG
Frequently Asked Questions
How many questions cover Appraisal Statistical Methods on the appraiser exam?
Under the 2026 AQB outline, Appraisal Statistical Methods weight varies by license level: Licensed Residential 3 questions (2.7%), Certified Residential 5 questions (4.5%), Certified General 3 questions (2.7%). Each exam has 110 scored questions in total.
What is tested in Appraisal Statistical Methods on the appraiser exam?
Appraisal Statistical Methods covers descriptive and inferential statistics, regression analysis, measures of central tendency, and statistical inference for appraisal. Questions test both theoretical knowledge and practical application of appraisal concepts.
How should I study for Statistics?
Start by reviewing the key concepts and terminology, then practice with scenario-based questions. EstatePass offers 200 free practice questions for Appraisal Statistical Methods with detailed explanations. Focus on understanding the reasoning behind each answer, not just memorizing facts.
Which license level weighs Statistics most heavily?
Certified Residential leans on Statistics most heavily at 4.5% of scored questions. Licensed Residential is 2.7% and Certified General is 2.7%.
Master Statistics
Practice all 200 questions interactively with progress tracking and topic mastery — personalized to your selected exam level.
Start Free Practice