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Trade-off

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Situational decision
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Atrade-off (ortradeoff) is a situational decision that involves diminishing or losing on quality, quantity, or property of a set or design in return for gains in other aspects. In simple terms, a tradeoff is where one thing increases, and another must decrease. Tradeoffs stem from limitations of many origins, including simple physics – for instance, only a certain volume of objects can fit into a given space, so a full container must remove some items in order to accept any more, and vessels can carry a few large items or multiple small items. Tradeoffs also commonly refer to different configurations of a single item, such as the tuning of strings on a guitar to enable different notes to be played, as well as an allocation of time and attention towards different tasks.

The concept of a tradeoff suggests a tactical or strategic choice made with full comprehension of the advantages and disadvantages of each setup. An economic example is the decision to invest in stocks, which are risky but carry great potential return, versus bonds, which are generally safer but with lower potential returns.

Theoretical description

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The theoretical description of trade-offs involves thepareto front.

Examples

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The concept of a trade-off is often used to describe situations in everyday life.[1]

Economics

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Ineconomics a trade-off is expressed in terms of theopportunity cost of a particular choice, which is the loss of the most preferred alternative given up.[2] A tradeoff, then, involves a sacrifice that must be made to obtain a certain product, service, or experience, rather than others that could be made or obtained using the same required resources. For example, for a person going to a basketball game, their opportunity cost is the loss of the alternative of watching a particular television program at home. If the basketball game occurs during her or his working hours, then the opportunity cost would be several hours of lost work, as they would need to take time off work.

Many factors affect the tradeoff environment within a particular country, including the availability of raw materials, a skilled labor force, machinery for producing a product, technology and capital, market rate to produce that product on a reasonable time scale, and so forth.

A trade-off in economics is often illustrated graphically by aPareto frontier (named after the economistVilfredo Pareto), which shows the greatest (or least) amount of one thing that can be attained for each of various given amounts of the other. As an example, in production theory, the trade-off between the output of one good and the output of another is illustrated graphically by theproduction possibilities frontier. The Pareto frontier is also used inmulti-objective optimization. Infinance, thecapital asset pricing model includes anefficient frontier that shows the highest level of expected return that any portfolio could have given any particular level of risk, as measured by thevariance of portfolio return.

Opportunity cost

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An opportunity cost example of trade-offs for an individual would be the decision by a full-time worker to take time off work with a salary of $50,000 to attend medical school with an annual tuition of $30,000 and earning $150,000 as a doctor after 7 years of study. If we assume for the sake of simplicity that the medical school only allows full-time study, then the individual considering stopping work would face a trade-off between not going to medical school and earning $50,000 at work, or going to medical school and losing $50,000 in salary and having to pay $30,000 in tuition but earning $150,000 or more per year after 7 years of study.

Trash cans

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Trash cans that are used inside and then taken out to the street and emptied into a dumpster can be small or large. A large trash can does not need to be taken out to the dumpster so often, but it may become very heavy and difficult to move when full. The choice of big versus small trash can is a trade-off between the frequency of needing to take out the trash and ease of use.

In the case offood waste, a second trade-off presents itself. Large trash cans are more likely to sit for a long time in the kitchen, leading to the food decomposing and a nasty odor. A small trash can will likely need to be taken out to the dumpster more often, thus greatly reducing or eliminating the odor. Of course, a user of a large trash can could simply carry the can outside frequently, but the larger can would be more cumbersome to take out often, and the user would have to think more about when to take the can out.[citation needed]

Mittens

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In cold climates,mittens in which all the fingers are in the same compartment work well to keep the hands warm, but this arrangement also confines finger movement and prevents the full range of hand function. Gloves, with their separate fingers, do not have this drawback, but they do not keep the fingers as warm as mittens do. As such, with mittens and gloves, the trade-off is warmth versus dexterity.[3] Similarly, warm coats are often bulky and impede the wearer's freedom of movement. Thin coats give the wearer more freedom of movement, but they are not as warm as a thicker coat would be.

Music

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When copying music fromcompact discs to a computer,lossy compression formats, such asMP3, are used routinely to savehard disk space, but some information is lost resulting in lowersound quality.Lossless compression schemes, such asFLAC orALAC take much more disk space, but do not affect sound quality.

Cars

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Large cars can carry many people, and since they have larger crumple zones, they may be safer in an accident. However, they also tend to be heavy (and often not veryaerodynamic) and thus usually have relatively poorfuel economy.[4] Small cars like theSmart Car can only carry two people, and being lightweight, they are more fuel-efficient. At the same time, the smaller size and weight of small cars mean that they have smaller crumple zones, which means occupants are less protected in case of an accident. In addition, if a small car has an accident with a larger, heavier car, the occupants of the smaller car will fare more poorly. Thus, car size (large versus small) involves multiple tradeoffs regarding passenger capacity, accident safety, and fuel economy.

Athletics

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In athletics,sprint running demands different physical attributes from running amarathon.[5] Accordingly, the two contests have distinct events in such competitions as theOlympics, and each pursuit features distinct teams of athletes. Whether a professional runner is better suited to marathon running versus sprinting is a trade-off based on the runner's morphology and physiology (e.g., variation inmuscle fiber type), as well as the runner's individual interest, preference, and othermotivational factors. Sports recruiters are mindful of these tradeoffs as they decide what role a prospective athlete would best suit on a team.

Biology

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Main article:Evolutionary tradeoff

Inbiology, several types of tradeoffs have been recognized.[6] Most simply, a tradeoff occurs when a beneficial change in one trait is linked to a detrimental change in another trait.[7] Inenvironmental resource management, trade-offs occur among different targets. For example, these occur among biodiversity conservation,carbon sequestration and distributive equity in the distribution of funds of the program for Reducing Emissions from Deforestation and forest Degradation (REDD+), as maximizing one of these targets implies reducing the outcomes in the other two targets.[8]

The term is also used widely in an evolutionary context, in which case the processes ofnatural selection andsexual selection are in reference as theultimate decisive factors.[9] Inbiology, the concepts of tradeoffs and constraints are often closely related.[10]

Demography

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Indemography, tradeoff examples may include maturity,fecundity, parental care,parity,senescence, andmate choice. For example, the higher the fecundity (number of offspring), the lower the parental care that each offspring will receive. Parental care as a function of fecundity would show a negative sloped linear graph. A related phenomenon, known as demographic compensation, arises when the different components of specieslife cycles (survival, growth, fecundity, etc.) show negativecorrelations across thedistribution ranges.[11][12] For example, survival may be higher towards the northern edge of the distribution, while fecundity or growth increases towards the south, leading to a compensation that allows the species to persist along an environmental gradient. Contrasting trends in life cycle components may arise through tradeoffs inresource allocation, but also through independent but opposite responses to environmental conditions.

Engineering

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Tradeoffs are important in engineering. For example, inelectrical engineering,negative feedback is used inamplifiers to tradegain for other desirable properties, such as improvedbandwidth,stability of the gain and/or bias point,noise immunity, and reduction ofnonlineardistortion. Similarly, tradeoffs are used to maximize power efficiency in medical devices whilst guaranteeing the required measurement quality.[13]

Computer science

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Incomputer science, tradeoffs are viewed as a tool of the trade. A program can often run faster if it uses more memory (aspace–time tradeoff). Consider the following examples:

  • By compressing animage, you can reduce transmission time/costs at the expense of CPU time to perform thecompression and decompression. Depending on the compression method, this may also involve the tradeoff of a loss in image quality.
  • By using alookup table, you may be able to reduceCPU time at the expense of space to hold the table, e.g. to determine the parity of a byte you can either look at each bit individually (using shifts and masks), or use a 256-entry table giving the parity for each possible bit-pattern, or combine the upper and lower nibbles and use a 16-entry table.
  • For some situations (e.g. string manipulation), acompiler may be able to use inline code for greater speed, or call run-time routines for reduced memory; the user of the compiler should be able to indicate whether speed or space is more important.

The Software Engineering Institute has a specific method for analyzing tradeoffs,[14] called theArchitecture Tradeoff Analysis Method (ATAM).

Board games

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Strategyboard games often involve tradeoffs: for example, inchess you might trade a pawn for an improved position. In a worst-case scenario, a chess player might even tradeoff the loss of a valuable piece (even the Queen) to protect the King. InGo, you might tradethickness forinfluence.

Ethics

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Ethics often involves competing for interests that must be traded off against each other, such as the interests of different people, or different principles (e.g. is it ethical to use information resulting frominhumane or illegal experiments to treat disease today?)

Medicine

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Inmedicine, patients and physicians are often faced with difficult decisions involving tradeoffs. One example is localizedprostate cancer, where patients need to weigh the possibility of a prolonged life expectancy against possible stressful or unpleasant treatmentside-effects (patient trade-off).

Government

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Governmental tradeoffs are among the most controversial political and social difficulties of any time. All of politics can be viewed as a series of tradeoffs based upon which core values are most core to most people or politicians.Political campaigns also involve tradeoffs, as whenattack ads may energize thepolitical base but alienateundecided voters.

Work schedules

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With work schedules, employees will often use a tradeoff of "9/80" where an 80-hour work period is compressed into a narrow group of 9 nearly-9 hour working days over the traditional 10 8-hour working days, allowing the employee to take every second Friday off.

See also

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References

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  1. ^"Life Is a Series of Trade-offs".
  2. ^"Trade-Offs in Economics: Definition & Examples - Video & Lesson Transcript - Study.com".
  3. ^Garland, Jr., T. (2014)."Trade-offs".Current Biology.24 (2):R60 –R61.Bibcode:2014CBio...24..R60G.doi:10.1016/j.cub.2013.11.036.PMID 24456973.S2CID 235311784.
  4. ^Ahmed, Rasha; Stater, Mark (2023)."Automobile technology and tradeoffs: How does automobile footprint affect its fuel economy?".Transportation Research Interdisciplinary Perspectives.21: 100897.Bibcode:2023TrRIP..2100897A.doi:10.1016/j.trip.2023.100897.
  5. ^Thompson, M. A. (2017)."Physiological and biomechanical mechanisms of distance specific human running performance".Integrative and Comparative Biology.57 (2):293–300.doi:10.1093/icb/icx069.PMID 28859414.
  6. ^Garland, T. Jr.; Downs, C. J.; Ives, A. R. (2022). "Trade-offs (and constraints) in organismal biology".Physiological and Biochemical Zoology.95 (1):82–112.doi:10.1086/717897.PMID 34905443.S2CID 243771433.
  7. ^Keen, E. C. (2014)."Tradeoffs in bacteriophage life histories".Bacteriophage.4 (1): e28365.doi:10.4161/bact.28365.PMC 3942329.PMID 24616839.
  8. ^Palomo, I; Dujardin, Y; Midler, E; Robin, M; Sanz, MJ; Pascual, U (5 November 2019)."Modeling trade-offs across carbon sequestration, biodiversity conservation, and equity in the distribution of global REDD+ funds".Proceedings of the National Academy of Sciences of the United States of America.116 (45):22645–22650.Bibcode:2019PNAS..11622645P.doi:10.1073/pnas.1908683116.PMC 6842634.PMID 31636201.
  9. ^Garland, T., Jr. 2014. Quick guide: Tradeoffs. Current Biology 24:R60-R61.
  10. ^"105_2013_12_05_Trade-offs_2".
  11. ^Doak, Daniel F.; Morris, William F. (2010). "Demographic compensation and tipping points in climate-induced range shifts".Nature.467 (7318):959–962.Bibcode:2010Natur.467..959D.doi:10.1038/nature09439.PMID 20962844.S2CID 4309240.
  12. ^Villellas, Jesús; Doak, Daniel F.; García, María B.; Morris, William F. (2015-11-01). "Demographic compensation among populations: what is it, how does it arise and what are its implications?".Ecology Letters.18 (11):1139–1152.Bibcode:2015EcolL..18.1139V.doi:10.1111/ele.12505.hdl:10261/125358.ISSN 1461-0248.PMID 26355390.
  13. ^E. Aguilar Pelaez et al., "LED power reduction trade-offs for ambulatory pulse oximetry," 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Lyon, 2007, pp. 2296-2299.doi: 10.1109/IEMBS.2007.4352784, URL:https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4352784&isnumber=4352185
  14. ^"Software Architecture | Architecture Tradeoff Analysis Method". Archived fromthe original on 2009-10-07. Retrieved2009-09-11.

Further reading

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  • Albuquerque, R. L. de, K. E. Bonine, and T. Garland, Jr. 2015. Speed and endurance do not trade-off in phrynosomatid lizards. Physiological and Biochemical Zoology 88:634–647.
  • Alexander, R. McN. 1985. The ideal and the feasible: physical constraints on evolution. Biol. J. Linn. Soc. 26:345-358.
  • Bennett, A. F., Lenski, R. E. 2007. An experimental test of evolutionary trade-offs duringtemperatureadaptation. Proc. Natl. Acad. Sci. USA 104:8649-8654.
  • Campbell, D. E., and J. S. Kelly. 1994. Trade-off theory. The American Economic Review 84:422-426.
  • Haak, D. C., McGinnis, L. A., Levey, D. J., Tewksbury, J. J. 2012. Why are not all chilies hot? A trade-off limits pungency. Proc. R. Soc. B Biol. Sci. 279:2012-2017.
  • Roff, D. A., Fairbairn, D. J. 2007. The evolution of trade-offs: where are we? J. Evol. Biol. 20:433-447.
  • Stearns, S. C. 1989. Trade-offs inlife-history evolution. Functional Ecology 3:259-268.
  • Philipson, C. D. et al. 2014. A trait-based trade-off between growth and mortality: evidence from 15 tropical tree species using size-specific relative growth rates. Ecology & Evolution 4: 3675–3688. 10.1002/ece3.118610.1002/ece3.1186

External links

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