Questions tagged [valuation]

Assigning numbers, scores, or ranks to options or outcomes to reflect relative preferences or to create a composite score.

Problems that involve the optimization of multiple criteria must make trade-offs between having more of one characteristic and less of another. A "valuation" or "value function" quantifies those trade-offs. Either a valuation is made explicit in order to solve the problem or else it will be implicit in any solution.

Examples include

  • Deciding between a product that has a high average user rating based on only a few reviews and another product with a lower average rating based on many reviews.

  • Determining the worth of players on a team or some group of experts based on multiple skills.

  • Identifying optimal investments based on expected return and volatility.

  • Creating an "index" for a market or other collection of varied objects, especially when they might not be directly comparable.

See Wikipedia at Multiple-criteria decision analysis for a general overview.

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Creating an index of quality from multiple variables to enable rank ordering

I have four numeric variables. All of them are measures of soil quality. Higher the variable, higher the quality. The range for all of them is different: Var1 from 1 to 10 Var2 from 1000 to 2000 Var3 from 150 to 300 Var4 from 0 to 5 I need to…
user333
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Combining multiple metrics to provide comparisons/ranking of k objects [Question and Reference Request]

Collecting $n$ metrics about $k$ objects Suppose I collect $n$ metrics about $k$ objects. I am looking into valid ways to compare the $k$ objects so they can be "ranked". I think this may be well-trodden ground (sports statistics like total…
user2321
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Overall rank from multiple ranked lists

I've looked through a lot of literature available online, including this forum without any luck and hoping someone can help a statistical issue I currently face: I have 5 lists of of ranked data, each containing 10 items ranked from position 1…
Liam
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How do I order or rank a set of experts?

I have a database containing a large number of experts in a field. For each of those experts i have a variety of attributes/data points like: number of years of experience. licenses num of reviews textual content of those reviews The 5 star rating…
Sidmitra
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Quality-price trade-off

Say there are 3 companies A, B and C. Each company has a quality rating from 0 to 100 and a price in USD. Company Quality Price A 80 7.9 B 70 8.0 C 75 8.1 How do I determine the best…
melhosseiny
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Determine tag that contributes most to a count of likes, when tags always exist in combinations

I have a dataset of [tags, like_count]: TAGS: ["car", "travel", "adventure", "lifeontheroad", "photographer"] LIKES: 21 TAGS: ["coffee", "travelgram", "home"] LIKES: 10 TAGS: ["lanscape", "wild", "nature",…
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Ranking batters by average when number of observations (innings) vary

This is my first post here and I'm new to this area so please forgive me if I'm asking a naive question. I want to rank a number of batsmen (e.g., in cricket) by their skill. I'm planning to use batting averages as a measure of skill. But there are…
Akanes
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How do I derive a rating from two variables containing zeros?

I have a dataset of the performance of probands in an experiment. An observer watching the performance noted positive and negative performance remarks on a simple tally, and ended up with something like Proband ID Positive Remarks Negative…
fbmd
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Constructing Scores for Machine Learned Ranking on a Labeled Dataset with Classifiers and Regressors

I have a dataset containing students test grades on different classes and personal information, as well as a label from the set {'abandoned college', 'graduated', 'master', 'phd'} which describes how far that student went on his academic life. My…
villasv
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Rank individuals according to 3 different scores

I'm looking for a technique that would help me rank individuals according to 3 scores A, B and C (each representing a separate score in 3 specific fields). A, B and C are all normalized value between 0 and 1, where 0 is the worst possible score, and…
Lucien S.
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How to create a ratio from different measures?

This is a fairly simple problem that likely has a simple solution but I am not unsure of my technique so thought I would share this here. I am also not positive if this is the right Stack to post to, so my apologies if it doesn't belong here I am…
pedram
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Logit to calculate the likelihood of distress in a firm

Suppose I use a logit model to calculate the probability of financial distress for a firm. I use some ratios that I believe are relevant in determining the success/failure of a Company and, using past data of firms (some of them failing other no), I…
Davide
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Ranking of findings

Let's say I have 100 different types of seeds - Apple, Banana, Celery, ... and I am looking at some data for germination rate. Each individual test is binomial - the seed either germinates or it does not - and so I calculate germination rate by…
Kelly
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Performance metric based on five-star ratings

Although I think my question might be a specific case of a generic problem, I'll include some background info that might be relevant. There is a sort of concierge/delivery service I know that uses a model fairly similar to Uber. As with Uber it uses…
shawnt00
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How to rank the players

I have made an app that keeps track of the games in our little floorball club. We play once a week. The teams are made random for each game. Some people show up every time and some people less frequent. We are always enough to divide two teams and…
Nikolaj
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