EstatePass
All TopicsUp to 4.5% of the exam (2026 outline)

Appraisal Statistical Methods

Descriptive and inferential statistics, regression analysis, measures of central tendency, and statistical inference for appraisal.

2.7%
Licensed Residential
3 Q
4.5%
Certified Residential
5 Q
2.7%
Certified General
3 Q
200 practice questions
Difficulty Breakdown
Easy17 (9%)
Medium132 (66%)
Hard51 (26%)

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.

MEDIUM

A sales sampling frame systematically excludes a relevant part of the target market. What is the principal risk?

MEDIUM

An 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?

MEDIUM

Compared with analyzing one matched sale pair for one feature, what can a suitably specified multiple regression do?

MEDIUM

Observed sale prices are $450,000, $475,000, $425,000, $500,000, $440,000. Calculate the range (maximum−minimum), to the nearest dollar.

EASY

The 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.

MEDIUM

The 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.

MEDIUM

Assessment-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.

MEDIUM

Observed values are 100, 105, 110, 115, 120. Calculate the range (maximum−minimum).

EASY

Market 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?

MEDIUM

The sale-price range is $45,000 and the maximum is $385,000. Find the minimum price.

MEDIUM

Assessment-to-sale ratios are 0.96, 0.98, 0.99, 1.01. Compute the arithmetic mean. Report as a decimal ratio to three places.

MEDIUM

Given 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.

MEDIUM

The 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.

MEDIUM

Assessment-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.

MEDIUM

A 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.

MEDIUM

Assessment-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.

MEDIUM

Sale-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.

MEDIUM

Before materially relying on sales from a commercial database, what approach best addresses data reliability?

MEDIUM

Sale 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.

MEDIUM

Sale 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.

MEDIUM

Assessment-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.

MEDIUM

The positive observations are $160,000, $250,000. Compute their simple geometric mean (product of all observations)^(1/n). Report to the nearest dollar.

MEDIUM

Two advertisements quote asking prices but the actual closed consideration is uncertain. Which step best addresses the actual completed sale price?

MEDIUM

The 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.

MEDIUM

A 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.

MEDIUM

Observed sale prices are $180,000, $185,000, $190,000, $195,000, $200,000. Calculate the range (maximum−minimum), to the nearest dollar.

EASY

The 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.

MEDIUM

The 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.

MEDIUM

The 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.

MEDIUM

Sale-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.

MEDIUM

An 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?

HARD

The 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.

MEDIUM

Five 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.

MEDIUM

Which statistic is the middle ordered numerical observation when n is odd, and the average of the two middle observations when n is even?

EASY

Sale prices are arrayed from lowest to highest before analysis. What is the primary purpose?

EASY

An analysis excludes 15 of 60 sales without explanation. What is the concern?

MEDIUM

Sale-price observations or stated extremes are $370,000, $510,000. Compute the midrange (minimum+maximum)/2 to the nearest dollar.

MEDIUM

In an approximately normal distribution, roughly what share of observations falls within one standard deviation of the mean?

HARD

How should an appraiser handle numerical precision when applying a statistically estimated adjustment?

MEDIUM

Which consideration supports treating a sales sample as representative of a defined market population?

MEDIUM

For positive assessment-to-sale ratios, define COD as 100 × mean absolute deviation from their median ÷ median. How does it differ from the median ratio?

MEDIUM

Assume permission and licensing requirements have been satisfied. Before relying on a third-party market study, which step addresses its analytical reliability?

MEDIUM

Four 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?

MEDIUM

Sale-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.

EASY

The 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.

MEDIUM

The 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.

MEDIUM

Assessment-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.

MEDIUM

The 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.

MEDIUM

Eight 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

Study Tips for Statistics
  • •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