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Monday, June 20, 2022

Modularity

From Wikipedia, the free encyclopedia
https://en.wikipedia.org/wiki/Modularity

Broadly speaking, modularity is the degree to which a system's components may be separated and recombined, often with the benefit of flexibility and variety in use. The concept of modularity is used primarily to reduce complexity by breaking a system into varying degrees of interdependence and independence across and "hide the complexity of each part behind an abstraction and interface". However, the concept of modularity can be extended to multiple disciplines, each with their own nuances. Despite these nuances, consistent themes concerning modular systems can be identified.

Contextual nuances

The meaning of the word "modularity" can vary somewhat based on context. The following are contextual examples of modularity across several fields of science, technology, industry, and culture:

Science

  • In biology, modularity recognizes that organisms or metabolic pathways are composed of modules.
  • In ecology, modularity is considered a key factor—along with diversity and feedback—in supporting resilience.
  • In nature, modularity may refer to the construction of a cellular organism by joining together standardized units to form larger compositions, as for example, the hexagonal cells in a honeycomb.
  • In cognitive science, the idea of modularity of mind holds that the mind is composed of independent, closed, domain-specific processing modules.
  • In the study of complex networks, modularity is a benefit function that measures the quality of a division of a network into groups or communities.

Technology

  • In modular programming, modularity refers to the compartmentalization and interrelation of the parts of a software package.
  • In software design, modularity refers to a logical partitioning of the "software design" that allows complex software to be manageable for the purpose of implementation and maintenance. The logic of partitioning may be based on related functions, implementation considerations, data links, or other criteria.
  • In self-reconfiguring modular robotics, modularity refers to the ability of the robotic system to automatically achieve different morphologies to execute the task at hand.

Industry

  • In modular construction, modules are a bundle of redundant project components that are produced en masse prior to installation.Building components are often arranged into modules in the industrialization of construction.
  • In industrial design, modularity refers to an engineering technique that builds larger systems by combining smaller subsystems.
  • In manufacturing, modularity typically refers to modular design, either as the use of exchangeable parts or options in the fabrication of an object or the design and manufacture of modular components.
  • In organizational design, Richard L. Daft and Arie Y. Lewin (1993) identified a paradigm called "modular organization" that had as its ground the need for flexible learning organizations in constant change and the need to solve their problems through coordinated self-organizing processes. This modular organization is characterized by decentralized decision-making, flatter hierarchies, self-organization of units.

Culture

  • In The Language of New Media, author Lev Manovich discusses the principle that new media is composed of modules or self-sufficient parts of the overall media object.
  • In contemporary art and architecture, modularity can refer to the construction of an object by joining together standardized units to form larger compositions, and/or to the use of a module as a standardized unit of measurement and proportion.
  • In modular art, modularity refers to the ability to alter the work by reconfiguring, adding to, and/or removing its parts.

Modularity in different research areas

Modularity in technology and management

The term modularity is widely used in studies of technological and organizational systems. Product systems are deemed "modular", for example, when they can be decomposed into a number of components that may be mixed and matched in a variety of configurations. The components are able to connect, interact, or exchange resources (such as energy or data) in some way, by adhering to a standardized interface. Unlike a tightly integrated product whereby each component is designed to work specifically (and often exclusively) with other particular components in a tightly coupled system, modular products are systems of components that are "loosely coupled."

In The Language of New Media, Lev Manovich proposes five "principles of new media"—to be understood "not as absolute laws but rather as general tendencies of a culture undergoing computerization." The five principles are numerical representation, modularity, automation, variability, and transcoding. Modularity within new media represents new media as being composed of several separate self-sufficient modules that can act independently or together in synchronisation to complete the new media object. In Photoshop, modularity is most evident in layers; a single image can be composed of many layers, each of which can be treated as an entirely independent and separate entity. Websites can be defined as being modular, their structure is formed in a format that allows their contents to be changed, removed or edited whilst still retaining the structure of the website. This is because the website's content operates separately to the website and does not define the structure of the site. The entire Web, Manovich notes, has a modular structure, composed of independent sites and pages, and each webpage itself is composed of elements and code that can be independently modified.

Organizational systems are said to become increasingly modular when they begin to substitute loosely coupled forms for tightly integrated, hierarchical structures. For instance, when the firm utilizes contract manufacturing rather than in-house manufacturing, it is using an organizational component that is more independent than building such capabilities in-house: the firm can switch between contract manufacturers that perform different functions, and the contract manufacturer can similarly work for different firms. As firms in a given industry begin to substitute loose coupling with organizational components that lie outside of firm boundaries for activities that were once conducted in-house, the entire production system (which may encompass many firms) becomes increasingly modular. The firms themselves become more specialized components. Using loosely coupled structures enables firms to achieve greater flexibility in both scope and scale. This is in line with modularity in the processes of production, which relates to the way that technological artifacts are produced. This consists of the artifact's entire value chain, from the designing of the artifact to the manufacturing and distribution stages. In production, modularity is often due to increased design modularity. The firm can switch easily between different providers of these activities (e.g., between different contract manufacturers or alliance partners) compared to building the capabilities for all activities in house, thus responding to different market needs more quickly. However, these flexibility gains come with a price. Therefore, the organization must assess the flexibility gains achievable, and any accompanying loss of performance, with each of these forms.

Modularization within firms leads to the disaggregation of the traditional form of hierarchical governance. The firm is decomposed into relatively small autonomous organizational units (modules) to reduce complexity. Modularization leads to a structure, in which the modules integrate strongly interdependent tasks, while the interdependencies between the modules are weak. In this connection the dissemination of modular organizational forms has been facilitated by the widespread efforts of the majority of large firms to re-engineer, refocus and restructure. These efforts usually involve a strong process-orientation: the complete service-provision process of the business is split up into partial processes, which can then be handled autonomously by cross-functional teams within organizational units (modules). The co-ordination of the modules is often carried out by using internal market mechanisms, in particular by the implementation of profit centers. Overall, modularization enables more flexible and quicker reaction to changing general or market conditions. Building on the above principles, many alternative forms of modularization of organizations (for-profit or non-profit) are possible. However, it is crucial to note that modularization is not an independent and self-contained organizational concept, but rather consists of several basic ideas, which are integral parts of other organizational concepts. These central ideas can be found in every firm. Accordingly, it is not sensible to characterize a firm as "modular" or as "not modular", because firms are always modular to a some degree.

Input systems, or "domain specific computational mechanisms" (such as the ability to perceive spoken language) are termed vertical faculties, and according to Jerry Fodor they are modular in that they possess a number of characteristics Fodor argues constitute modularity. Fodor's list of features characterizing modules includes the following:

  1. Domain specific (modules only respond to inputs of a specific class, and thus a "species of vertical faculty" (Fodor, 1996/1983:37)
  2. Innately specified (the structure is inherent and is not formed by a learning process)
  3. Not assembled (modules are not put together from a stock of more elementary subprocesses but rather their virtual architecture maps directly onto their neural implementation)
  4. Neurologically hardwired (modules are associated with specific, localized, and elaborately structured neural systems rather than fungible neural mechanisms)
  5. Autonomous (modules independent of other modules)

Fodor does not argue that this is formal definition or an all-inclusive list of features necessary for modularity. He argues only that cognitive systems characterized by some of the features above are likely to be characterized by them all, and that such systems can be considered modular. He also notes that the characteristics are not an all-or-nothing proposition, but rather each of the characteristics may be manifest in some degree, and that modularity itself is also not a dichotomous construct—something may be more or less modular: "One would thus expect—what anyhow seems to be desirable—that the notion of modularity ought to admit of degrees" (Fodor, 1996/1983:37).

Notably, Fodor's "not assembled" feature contrasts sharply with the use of modularity in other fields in which modular systems are seen to be hierarchically nested (that is, modules are themselves composed of modules, which in turn are composed of modules, etc.) However, Max Coltheart notes that Fodor's commitment to the non-assembled feature appears weak, and other scholars (e.g., Block) have proposed that Fodor's modules could be decomposed into finer modules. For instance, while Fodor distinguishes between separate modules for spoken and written language, Block might further decompose the spoken language module into modules for phonetic analysis and lexical forms: "Decomposition stops when all the components are primitive processors—because the operation of a primitive processor cannot be further decomposed into suboperations"

Though Fodor's work on modularity is one of the most extensive, there is other work in psychology on modularity worth noting for its symmetry with modularity in other disciplines. For instance, while Fodor focused on cognitive input systems as modules, Coltheart proposes that there may be many different kinds of cognitive modules, and distinguishes between, for example, knowledge modules and processing modules. The former is a body of knowledge that is independent of other bodies of knowledge, while the latter is a mental information-processing system independent from other such systems.

However, the data neuroscientists have accumulated have not pointed to an organization system as neat and precise as the modularity theory originally proposed originally by Jerry Fodor. It has been shown to be much messier and different from person to person, even though general patterns exist; through a mixture of neuroimaging and lesion studies, it has been shown that there are certain regions that perform certain functions and other regions that do not perform those functions.

Modularity in biology

As in some of the other disciplines, the term modularity may be used in multiple ways in biology. For example, it may refer to organisms that have an indeterminate structure wherein modules of various complexity (e.g., leaves, twigs) may be assembled without strict limits on their number or placement. Many plants and sessile benthic invertebrates demonstrate this type of modularity (by contrast, many other organisms have a determinate structure that is predefined in embryogenesis). The term has also been used in a broader sense in biology to refer to the reuse of homologous structures across individuals and species. Even within this latter category, there may be differences in how a module is perceived. For instance, evolutionary biologists may focus on the module as a morphological component (subunit) of a whole organism, while developmental biologists may use the term module to refer to some combination of lower-level components (e.g., genes) that are able to act in a unified way to perform a function. In the former, the module is perceived a basic component, while in the latter the emphasis is on the module as a collective.

Biology scholars have provided a list of features that should characterize a module (much as Fodor did in The Modularity of Mind). For instance, Rudy Raff provides the following list of characteristics that developmental modules should possess:

  1. discrete genetic specification
  2. hierarchical organization
  3. interactions with other modules
  4. a particular physical location within a developing organism
  5. the ability to undergo transformations on both developmental and evolutionary time scales

To Raff's mind, developmental modules are "dynamic entities representing localized processes (as in morphogenetic fields) rather than simply incipient structures ... (... such as organ rudiments)". Bolker, however, attempts to construct a definitional list of characteristics that is more abstract, and thus more suited to multiple levels of study in biology. She argues that:

  1. A module is a biological entity (a structure, a process, or a pathway) characterized by more internal than external integration
  2. Modules are biological individuals that can be delineated from their surroundings or context, and whose behavior or function reflects the integration of their parts, not simply the arithmetical sum. That is, as a whole, the module can perform tasks that its constituent parts could not perform if dissociated.
  3. In addition to their internal integration, modules have external connectivity, yet they can also be delineated from the other entities with which they interact in some way.

Another stream of research on modularity in biology that should be of particular interest to scholars in other disciplines is that of Günter Wagner and Lee Altenberg. Altenberg's work, Wagner's work, and their joint writing explores how natural selection may have resulted in modular organisms, and the roles modularity plays in evolution. Altenberg's and Wagner's work suggests that modularity is both the result of evolution, and facilitates evolution—an idea that shares a marked resemblance to work on modularity in technological and organizational domains.

Modularity in the arts

The use of modules in the fine arts has a long pedigree among diverse cultures. In the classical architecture of Greco-Roman antiquity, the module was utilized as a standardized unit of measurement for proportioning the elements of a building. Typically the module was established as one-half the diameter of the lower shaft of a classical column; all the other components in the syntax of the classical system were expressed as a fraction or multiple of that module. In traditional Japanese construction, room sizes were often determined by combinations of standard rice mats called tatami; the standard dimension of a mat was around 3 feet by 6 feet, which approximate the overall proportions of a reclining human figure. The module thus becomes not only a proportional device for use with three-dimensional vertical elements but a two-dimensional planning tool as well.

Modularity as a means of measurement is intrinsic to certain types of building; for example, brick construction is by its nature modular insofar as the fixed dimensions of a brick necessarily yield dimensions that are multiples of the original unit. Attaching bricks to one another to form walls and surfaces also reflects a second definition of modularity: namely, the use of standardized units that physically connect to each other to form larger compositions.

With the advent of modernism and advanced construction techniques in the 20th century this latter definition transforms modularity from a compositional attribute to a thematic concern in its own right. A school of modular constructivism develops in the 1950s among a circle of sculptors who create sculpture and architectural features out of repetitive units cast in concrete. A decade later modularity becomes an autonomous artistic concern of its own, as several important Minimalist artists adopt it as their central theme. Modular building as both an industrial production model and an object of advanced architectural investigation develops from this same period.

Modularity has found renewed interest among proponents of ModulArt, a form of modular art in which the constituent parts can be physically reconfigured, removed and/or added to. After a few isolated experiments in ModulArt starting in the 1950s, several artists since the 1990s have explored this flexible, customizable and co-creative form of art.

Modularity in fashion

Modularity in fashion is the ability to customise garments through adding and removing elements or altering the silhouette, usually via zips, hook and eye closures or other fastenings. Throughout history it has been used to tailor garments, existing even in the 17th century. In recent years, an increasing number of fashion designers – especially those focused on slow or sustainable fashion – are experimenting with this concept. Within the realm of Haute Couture, Yohji Yamamoto and Hussein Chalayan are notable examples, the latter especially for his use of technology to create modular garments.

Studies carried out in Finland and the US show favourable attitudes of consumers to modular fashion, despite this the concept has not yet made it into mainstream fashion. The current emphasis within modular fashion is on the co-designing and customisation factors for consumers, with a goal to combat the swift changes to customers needs and wants, while also tackling sustainability by increasing the life-cycle of garments.

Modularity in interior design

Modularity is a concept that has been thoroughly used in architecture and industry. In interior design modularity is used in order to achieve customizable products that are economically viable. Examples include some of the customizable creations of IKEA and mostly high-end high-cost concepts. Modularity in interior design, or "modularity in use", refers to the opportunities of combinations and reconfigurations of the modules in order to create an artefact that suits the specific needs of the user and simultaneously grows with them. The evolution of 3D printing technology has enabled customizable furniture to become feasible. Objects can be prototyped, changed depending on the space and customized dependent on the users needs. Designers can prototype showcase their modules over the internet just by using 3D printing technology.

Modularity in American studies

In John Blair's Modular America, he argues that as Americans began to replace social structures inherited from Europe (predominantly England and France), they evolved a uniquely American tendency towards modularity in fields as diverse as education, music, and architecture.

Blair observes that when the word module first emerged in the sixteenth and seventeenth centuries, it meant something very close to model. It implied a small-scale representation or example. By the eighteenth and nineteenth centuries, the word had come to imply a standard measure of fixed ratios and proportions. For example, in architecture, the proportions of a column could be stated in modules (i.e., "a height of fourteen modules equaled seven times the diameter measured at the base") and thus multiplied to any size while still retaining the desired proportions.

However, in America, the meaning and usage of the word shifted considerably: "Starting with architectural terminology in the 1930s, the new emphasis was on any entity or system designed in terms of modules as subcomponents. As applications broadened after World War II to furniture, hi-fi equipment, computer programs and beyond, modular construction came to refer to any whole made up of self-contained units designed to be equivalent parts of a system, hence, we might say, "systemically equivalent." Modular parts are implicitly interchangeable and/or recombinable in one or another of several senses".

Blair defines a modular system as "one that gives more importance to parts than to wholes. Parts are conceived as equivalent and hence, in one or more senses, interchangeable and/or cumulative and/or recombinable" (pg. 125). Blair describes the emergence of modular structures in education (the college curriculum), industry (modular product assembly), architecture (skyscrapers), music (blues and jazz), and more. In his concluding chapter, Blair does not commit to a firm view of what causes Americans to pursue more modular structures in the diverse domains in which it has appeared; but he does suggest that it may in some way be related to the American ideology of liberal individualism and a preference for anti-hierarchical organization.

Consistent themes

Comparing the use of modularity across disciplines reveals several themes:

One theme that shows up in psychology and biology study is innately specified. Innately specified (as used here) implies that the purpose or structure of the module is predetermined by some biological mandate.

Domain specificity, that modules respond only to inputs of a specific class (or perform functions only of a specific class) is a theme that clearly spans psychology and biology, and it can be argued that it also spans technological and organizational systems. Domain specificity would be seen in the latter disciplines as specialization of function.

Hierarchically nested is a theme that recurs in most disciplines. Though originally disavowed by Jerry Fodor, other psychologists have embraced it, and it is readily apparent in the use of modularity in biology (e.g., each module of an organism can be decomposed into finer modules), social processes and artifacts (e.g., we can think of a skyscraper in terms of blocks of floors, a single floor, elements of a floor, etc.), mathematics (e.g., the modulus 6 may be further divided into the moduli 1, 2 and 3), and technological and organizational systems (e.g., an organization may be composed of divisions, which are composed of teams, which are composed of individuals).

Greater internal than external integration is a theme that showed up in every discipline but mathematics. Often referred to as autonomy, this theme acknowledged that there may be interaction or integration between modules, but the greater interaction and integration occurs within the module. This theme is very closely related to information encapsulation, which shows up explicitly in both the psychology and technology research.

Near decomposability (as termed by Simon, 1962) shows up in all of the disciplines, but is manifest in a matter of degrees. For instance, in psychology and biology it may refer merely to the ability to delineate one module from another (recognizing the boundaries of the module). In several of the social artifacts, mathematics, and technological or organizational systems, however, it refers to the ability to actually separate components from one another. In several of the disciplines this decomposability also enables the complexity of a system (or process) to be reduced. This is aptly captured in a quote from David Marr about psychological processes where he notes that, "any large computation should be split up into a collection of small, nearly independent, specialized subprocesses." Reducing complexity is also the express purpose of casting out nines in mathematics.

Substitutability and recombinability are closely related constructs. The former refers to the ability to substitute one component for another as in John Blair's "systemic equivalence" while the latter may refer both to the indeterminate form of the system and the indeterminate use of the component. In US college curricula, for example, each course is designed with a credit system that ensures a uniform number of contact hours, and approximately uniform educational content, yielding substitutability. By virtue of their substitutability, each student may create their own curricula (recombinability of the curriculum as a system) and each course may be said to be recombinable with a variety of students' curricula (recombinability of the component within multiple systems). Both substitutability and recombinability are immediately recognizable in Blair's social processes and artifacts, and are also well captured in Garud and Kumaraswamy's discussion of economies of substitution in technological systems.

Blair's systemic equivalence also demonstrates the relationship between substitutability and the module as a homologue. Blair's systemic equivalence refers to the ability for multiple modules to perform approximately the same function within a system, while in biology a module as a homologue refers to different modules sharing approximately the same form or function in different organisms. The extreme of the module as homologue is found in mathematics, where (in the simplest case) the modules refer to the reuse of a particular number and thus each module is exactly alike.

In all but mathematics, there has been an emphasis that modules may be different in kind. In Fodor's discussion of modular cognitive system, each module performs a unique task. In biology, even modules that are considered homologous may be somewhat different in form and function (e.g., a whale's fin versus a human's hand). In Blair's book, he points out that while jazz music may be composed of structural units that conform to the same underlying rules, those components vary significantly. Similarly in studies of technology and organization, modular systems may be composed of modules that are very similar (as in shelving units that may be piled one atop the other) or very different (as in a stereo system where each component performs unique functions) or any combination in between.

Table 1: The use of modularity by discipline
Concept Technology and organizations Psychology Biology American studies Mathematics
Domain specific X X X

Innately specified
X X

Hierarchically nested X X X X X
More internal integration than external integration (localized processes and autonomy) X X X X
Informationally encapsulated X X


Near decomposability X X X X X
Recombinability X
X X X
Expandability X
X X X
Module as homologue X
X X X

Individual action on climate change

A demonstrator at the People's Climate March (2017)

Individual action on climate change can include personal choices in many areas, such as diet, means of long- and short-distance travel, household energy use, consumption of goods and services, and family size. Individuals can also engage in local and political advocacy around issues of climate change. As of 2020, emissions budgets are uncertain but estimates of the annual average carbon footprint per person required to meet the target of limiting global warming to 2 degrees by 2100 are all below the world average of about 5 tonnes CO2-equivalent. And to meet 1.5 degrees 2.3 tonnes annual average is required by 2030. According to 66% of respondents to an EU climate survey, climate change will still be a severe concern by 2050.

The IPCC Fifth Assessment Report emphasizes that behavior, lifestyle and cultural change have a high mitigation potential in some sectors, particularly when complementing technological and structural change. In general, higher consumption lifestyles have a greater environmental impact, with the richest 10% of people emitting about half the total lifestyle emissions.

Country breakdown of individual action on climate change

Several scientific studies have shown that when people, especially those living in developed countries but more generally including all countries, wish to reduce their carbon footprint, there are a few key "high-impact" actions they can take such as using clothes and electrical products for longer, electrifying homes, limiting reproduction to replacement level at most, avoiding frequent flying and gasoline fuelled cars, and eating a plant-based diet. These differ significantly from much popular advice for "greening" one's lifestyle, which seem to fall mostly into the "low-impact" category. But according to others excessive consumption is more to blame than population increase, and avoiding meat and dairy foods is the single biggest way an individual can reduce their environmental impact.

Some commentators have argued that individual actions as consumers and "greening personal lives" are insignificant in comparison to collective action, especially actions that hold the fossil fuel corporations accountable for producing 71% of carbon emissions since 1988. The concept of a personal carbon footprint and calculating one's footprint was popularized by oil producer BP as "effective propaganda" as way to shift their responsibility to "linguistically... remove itself as a contributor to the problem of climate change". Others have shown that sometimes individual measures may effectively undermine political support for structural measures. In one example researchers found that "a green energy default nudge diminishes support for a carbon tax." 69% of EU citizens, 71% of UK citizens, 62% of US respondents, and 89% of Chinese respondents to a survey on climate support a tax on the items and services that contribute the most to climate change.

Others say that individual action leads to collective action, and emphasize that "research on social behavior suggests lifestyle change can build momentum for systemic change." Furthermore, if individuals shrink their consumption of fossil fuel products, fossil fuel corporations are incentivized to produce less, as the demand for their product would decrease. In other words, each individual's consumption plays a role in the total supply of fossil fuels and emission of greenhouse gases.

Suggested individual target amount

The emissions of the richest 1% of the global population account for more than twice the combined share of the poorest 50%. Compliance with the 1.5°C goal of the Paris Agreement would require the richest 1% to reduce their current emissions by at least a factor of 30, while per-person emissions of the poorest 50% could increase by a factor of about three.

As of 2021 the remaining carbon budget for a 50-50 chance of staying below 1.5 degrees of warming is 460 bn tonnes of CO2 or 11 and a half years at 2020 emission rates. Global average greenhouse gas per person per year in the late 2010s was about 7 tonnes - including 0.7 tonnes CO2eq food, 1.1 tonnes from the home, and 0.8 tonnes from transport. Of this about 5 tonnes was actual carbon dioxide. To meet the Paris Agreement target of under 1.5 degrees warming by the end of the century, it is estimated that the annual carbon footprint per person required by 2030 is 2.3 tonnes. As of 2020 the average Indian almost meets this target, the average person in France or China exceeds it, and the average person in the US and Australia vastly exceeds it. Per capita emissions also vary significantly within countries, with wealthier individuals creating more emissions. A 2015 Oxfam report calculated that the wealthiest 10% of the global population were responsible for half of all greenhouse gas emissions. According to a 2021 report by the UN, the wealthiest 5% contributed nearly 40% of emissions growth from 1990 to 2015.

Scope: meaning of "lifestyle carbon footprint"

A vast majority of people surveyed for the European Investment Bank Climate Survey say they are making efforts to reduce their contribution to climate change, but few are making radical lifestyle changes.

In 2008 the World Health Organization wrote that "Your 'carbon footprint' is a measure of the impact your activities have on the amount of carbon dioxide (CO2 ) produced through the burning of fossil fuels". In 2019 the Institute for Global Environmental Strategies in Japan defined "lifestyle carbon footprint" as "GHG emissions directly emitted and indirectly induced from the final consumption of households, excluding those induced by government consumption and capital formation such as infrastructure." However an Oxfam and SEI study in 2020 estimated per capita CO2 emissions rather than CO2-equivalent, and allocated all consumption emissions to individuals rather than just household consumption. According to a 2020 review many academic studies do not properly explain the scope of the "personal carbon footprint" they study.

Family size

It is also time to re-examine and change our individual behaviors, including limiting our own reproduction (ideally to replacement level at most) and drastically diminishing our per capita consumption of fossil fuels, meat, and other resources.

William J. Ripple, lead author of the World Scientists' Warning to Humanity: A Second Notice, BioScience, 2017.

Although having fewer children is arguably the individual action that most effectively reduces a person's climate impact, the issue is rarely raised, and it is arguably controversial due to its private nature. Even so, ethicists, some politicians such as Alexandria Ocasio-Cortez, and others have started discussing the climate implications associated with reproduction. Researchers have found that some people (in wealthy countries) are having fewer biological children due to their beliefs that they can do more to slow climate change if they do not have children.

It has been claimed that not having an additional child saves "an average for developed countries" of 58.6 tonnes CO2-equivalent (tCO2e) emission reductions per year and "a US family who chooses to have one fewer child would provide the same level of emissions reductions as 684 teenagers who choose to adopt comprehensive recycling for the rest of their lives." This is based on the premise that a person is responsible for the carbon emissions of their descendants, weighted by relatedness (the person is responsible for half their children's emissions, a quarter of

A growing number of Europeans and Chinese respondents to a climate survey believe that their behaviour can make a difference in tackling climate change. 

their grandchildren's and so on). This has been criticised: both as a category mistake for assigning descendants emissions to their ancestors and for the very long timescale of reductions. An April 2020 study published in PLOS One found that, among two-adult Swedish households, those with children increased carbon emission in two ways, by adding to the population and by increasing their own carbon emissions by consuming greater quantities of meat and gasoline for transportation than their counterparts without children; an increase of some 25% more than the latter. According to one of the contributors to the study, University of Wyoming economist Linda Thunstrom, "If we're finding these results in Sweden, it's pretty safe to assume that the disparity in carbon footprints between parents and non-parents is even bigger in most other Western countries."

Two interrelated aspects of this action, family planning and women and girl's education, are modeled by Project Drawdown as the #6 and #7 top potential solutions for climate change, based on the ability of family planning and education to reduce the growth of the overall global population. In 2019, a warning on climate change signed by 11,000 scientists from 153 nations said that human population growth adds 80 million humans annually, and "the world population must be stabilized—and, ideally, gradually reduced—within a framework that ensures social integrity" to reduce the impact of "population growth on GHG emissions and biodiversity loss." The policies they promote, which "are proven and effective policies that strengthen human rights while lowering fertility rates," would include removing barriers to gender equality, especially in education, and ensuring family planning services are available to all.

Travel and commuting

Eco walk

There are many options to choose from when considering alternatives to personal car use, but the use of a personal vehicle may be necessary due to location and accessibility reasons. The life cycle assessment of a vehicle evaluates the environmental impact of the production of the vehicle and its spare parts, the fuel consumption of the vehicle, and what happens to the vehicle at the end of its lifespan. These environmental impacts can be measured in greenhouse gas emissions, solid waste produced, and consumption of energy resources among other factors. Increasingly common alternatives to internal-combustion engines vehicles are electric vehicles (EVs), and hybrid-electric vehicles. Electric cars emit less than gasoline cars. Some other alternatives to reducing emissions while driving a personal vehicle are planning out trips beforehand so they follow the shortest route and/or the route with the least amount of traffic. Following a route with less traffic can reduce idling and waste less fuel.

Carpooling and ride-sharing services are also alternatives to personal transportation. Carpooling reduces the amount of cars on the road, in turn reducing the amount of traffic and energy consumption. A 2009 study estimated that 7.2 million tons of green-house gas emissions could be avoided if one out of 100 vehicles carried one extra passenger. Ride-sharing services like Uber and Lyft could be viable options for transportation, but according to the Union of Concerned Scientists, ride-share service trips currently result in an estimated 69% increase in climate pollution on average. More pollution is generated as the amount of time and energy a ride-share driver spends between customers with no passengers increases. There are also more vehicles on the road as a result of passengers who would have otherwise taken public transportation, walked, or biked to their destination. Ride-sharing services can reduce emissions if they implement strategies like electrifying vehicles and increase carpooling trips. In some cities, there are car-sharing services where the user can gain short-term access to a vehicle when other options are not available.

Walking and biking emit little to no greenhouse gases and are healthy alternatives to driving or riding public transportation. There are also increasing numbers of bike-sharing services in urban environments. An individual can rent a bike for a period of time, reducing the financial burden of buying a personal bike and its associated environmental impact.

Reliable public transportation is one of the most viable alternatives to driving personal vehicles. While there are efficiency problems associated with public transportation (waiting times, missed transfers, unreliable schedules, energy consumption), they can be improved as funding and public interest increases and technology advances. A case study from Auckland, New Zealand found that the global warming potential (GWP) of a bus system decreased by 5.6% when a system used increased efficiency methods compared to a system with no controls implemented.

Europeans are ready and willing to use trains instead of planes for short distances

In the early 21st century perception towards climate change influenced some people in rich countries to change their travel lifestyle.

A 2022 survey found that 33% of car buyers in Europe will opt for a petrol or diesel car when purchasing a new vehicle. 67% of the respondents mentioned opting for the hybrid or electric version. More specifically, it found that electric cars are only preferred by 28% of Europeans, making them the least preferred type of vehicle. 39% of Europeans tend to prefer hybrid vehicles, while 33% prefer petrol or diesel vehicles.

44% Chinese car buyers, on the other hand, are the most likely to buy an electric car, while 38% of Americans would opt for a hybrid car. 33% would prefer petrol or diesel, while only 29% would go for an electric car.

Specifically for the EU, 47% of car buyers over 65 years old are likely to purchase a hybrid vehicle, while 31% of younger respondents do not consider hybrid vehicles a good option. 35% would rather opt for a petrol or diesel vehicle, and 24% for an electric car instead of a hybrid.

In the EU, only 13% of the total population do not plan on owning a vehicle at all. 

Air transport

Air travel is one of the most emission-intensive modes of transportation. The current most effective way to reduce personal emissions from air travel is to fly less. New technologies are being developed to allow for more efficient fuel consumption and planes powered by electricity.

Avoiding air travel, and particularly frequent flyer programs, has a high benefit because the convenience makes frequent, long-distance travel easy, and high-altitude emissions are more potent for the climate than the same emissions made at ground level. Aviation is much more difficult to fix technically than surface transport, so will need more individual action in future if the Carbon Offsetting and Reduction Scheme for International Aviation cannot be made to work properly.

Flying is responsible for 5 percent of global warming. Compared to longer flight routes, shorter flights actually produce larger amounts of greenhouse gas emissions per passenger they carry and mile covered, so individuals may consider train travel instead but this can be more expensive due to aviation subsidies. Airplanes contribute to damaging our environment since airplanes cause greater air pollution as they release carbon dioxide along with nitrogen oxides, which is an atmospheric pollutant. Tailpipe emissions lead to changes in the amounts of the greenhouse gases ozone and methane. Avoiding night-flights may help, as contrails may account for over half of aviation's climate change impact.

Climate change is a factor that 67% of Europeans consider when choosing where to go on holiday. 52% of Europeans, specifically 37% of people ages 30-64 and 25% of people aged above 65, state that in 2022 they will choose to travel by plane. 27% of young people claim they will travel to a faraway destination. More specifically, people under the age of 30 are more likely to consider climate implications of vacation spots and air travel.

Surface transport

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Amish kick scooters
  • Walking and running are among the least environmentally harmful modes of transportation.
  • Cycling follows walking and running as having a low impact on the environment.
  • Public transport such as electric buses, metro and electric trains generally emit less greenhouse gases than cars per passenger.
  • Escooters can also be a low-impact form of transportation if they have long lifetimes.
  • Cars: Using an electric car instead of a gasoline or diesel car helps to reduce carbon dioxide emissions.
  • Going car-free may be the most effective action an individual can take, according to the BBC.

Diet and food

Vegan pho ingredients
 
Vegetables on sale

The world's food system is responsible for about one-quarter of the planet-warming greenhouse gases that humans generate each year with the livestock sector alone contributing 14.5% of all anthropogenic GHG emissions. The 2019 World Scientists’ Warning of a Climate Emergency, endorsed by over 11,000 scientists from more than 150 countries, stated that "eating mostly plant-based foods while reducing the global consumption of animal products, especially ruminant livestock, can improve human health and significantly lower GHG emissions." The most common ruminant livestock are cattle and sheep.

Agriculture is very difficult to fix technically so will need more individual action or carbon offsetting than all other sectors except perhaps aviation.

Eating less meat, especially beef and lamb, reduces emissions. A diet which is part of individual action on climate change is also good for health, averaging less than 15g (about half an ounce) of red meat and 250g dairy (about one glass of milk) per day. The World Health Organization recommends trans-fats make up less than 1% of total energy intake: ruminant trans-fats are found in beef, lamb, milk and cheese. In 2019, the IPCC released a summary of the 2019 special report which asserted that a shift towards plant-based diets would help to mitigate and adapt to climate change. Ecologist Hans-Otto Pörtner, who contributed to the report, said "We don't want to tell people what to eat, but it would indeed be beneficial, for both climate and human health, if people in many rich countries consumed less meat, and if politics would create appropriate incentives to that effect."

Meats such as beef have a higher climate impact since cows release methane, a greenhouse gas that is more harmful in the short-term than carbon dioxide.

Eating a plant-rich diet is listed as the #4 solution for climate change as modeled by Project Drawdown, based on avoided emissions from the production of animals and avoided emissions from additional deforestation for grazing land.

A 2018 study indicated that one fifth of Americans are responsible for about half of the country's diet-related carbon emissions, due mostly to eating high levels of meat, especially beef.

A 2022 study published in Nature Food found that if high-income nations switched to a plant-based diet, vast amounts of land used for animal agriculture could be allowed to return to their natural state, which in turn has the potential to sequester 100 billion tons of CO2 by 2100. In addition to mitigating climate change, other benefits of this transition would include improved water quality, restoration of biodiversity, and reductions in air pollution.

Home energy, landscaping and consumption

Reducing home energy use through measures such as insulation, better energy efficiency of appliances, cool roofs, heat reflective paints, lowering water heater temperature, and improving heating and cooling efficiency can significantly reduce an individual's carbon footprint. After home insulation and ventilation has been checked, replacing a failed gas boiler with a heat pump can be considered, especially in climates where both heating and cooling are required.

In addition, the choice of energy used to heat, cool, and power homes makes a difference in the carbon footprint of individual homes. Many energy suppliers in various countries worldwide have options to purchase part or pure "green energy" (usually electricity but occasionally also gas). These methods of energy production emit almost no greenhouse gases once they are up and running.

Solar thermal roof
 
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Installing rooftop solar, both on a household and community scale, also drastically reduces household emissions, and at scale could be a major contributor to greenhouse gas abatement.

Low energy products and consumption

Labels, such as Energy Star in the US, can be seen on many household appliances, home electronics, office equipment, heating and cooling equipment, windows, residential light fixtures, and other products. Energy star is a program in the U.S. that promotes energy efficiency. When buying air conditioning the choice of coolant is important.

Carbon emission labels describe the carbon dioxide emissions created as a by-product of manufacturing, transporting, or disposing of a consumer product. Environmental Product Declarations (EPD) "present transparent, verified and comparable information about the life-cycle environmental impact of products." These labels may help consumers choose lower energy products.

Converting appliances such as stoves, water heaters and furnaces from gas to electric reduces emissions of CO2 and methane.

Landscape and gardens

Protecting forests and planting new trees contributes to the absorption of carbon dioxide from the air. There are many opportunities to plant trees in the yard, along roads, in parks, and in public gardens. In addition, some charities plant fast-growing trees—for as little as $US0.10 per tree—to help people in tropical developing countries restore the productivity of their lands.

Turfgrass lawns can contribute to climate change through the impacts of fertilizers, herbicides, irrigation, and gas-powered lawnmowers and other tools; depending on how lawns are managed, the impact of emissions from maintenance and chemicals may outweigh any carbon sequestration from the lawn. Reducing irrigation, reducing chemical use, planting native plants or bushes, and using hand tools can all reduce the climate impact of lawns.

In addition to planting Victory Gardens which provide locally grown food, gardeners may wish to experiment with companion planting of diverse species of plants and trees, in order to develop novel carbon sequestration and NOx reduction techniques suitable for their local area.

Laundry and choice of clothing

Hanging laundry to dry saves energy that would have been used for heating, reducing clothing's carbon footprint. Additionally, using a shorter, cold water wash cycle can conserve energy by as much as 66%.

Purchasing well-made, durable clothing, and avoiding "fast fashion" is critical for reducing climate impact. Some clothing is donated and/or recycled, meanwhile, the rest of the waste heads to landfills where they release "greenhouse gases".

Less consumption of goods and services

Support for a ban on some products, sustainable consumption education and better recycling in the 2020-21 European Investment Bank Climate Survey.

The production of many goods and services results in the emission of greenhouse gases as well as pollution. One way for individuals to decrease their environmental footprint is by consuming less goods and services. Decreasing the consumption of goods and services results in a lower demand, and lower supply (production) follows. Individuals can prioritize shrinking the consumption of those goods and services whose production results in relatively high pollution levels. Individuals can also prioritize discontinuing the use of those goods and services that offer little to no real utility by "speaking with their money", since unpopular products neither satisfy consumer wants/needs nor the environment's; however, government subsidies may prove "boycott buying" to be futile in some cases, enabling the producer.

A climate survey found that in 2021 42% of Europeans, specifically 48% of women and 34% of men, already invest in second-hand clothing rather than buying new ones. Populations aged 15 to 29, are found more likely to do so. Education on sustainable consumption, specifically targeting children, is seen as a priority by 93% of Chinese citizens, 92% of EU, 88% of British citizens and 81% of Americans.

The National Geographic Society has concluded that city dwellers can help with climate change if they (or we) simply "buy less stuff."

Lloyd Alter suggests that one way to get a practical sense of embodied carbon is to ask, "How much does your household weigh?"

For-profit companies usually promote and market their products as useful or needed to potential consumers, even when they in reality are harmful or wasteful to them and/or the environment. Individuals should be diligent in self-assessing and/or researching whether or not each product they purchase and consume is really of value to decrease consumption.

Most respondents to the same European Investment Bank climate survey in 2021-2022 say they take climate change into account when buying a product or service. 

If a gas stove or other type of stove needs to be replaced in a new house, then an electric stove is preferable. However, as cooking is usually a small part o

f household GHG emissions, it is generally not worth changing a stove simply for climate reasons.

Using durable reusable containers such as lunchboxes, "single-use" grocery and produce bags (can be used as light-duty trash bags), Tupperware, as well as buying local produce, minimally packaged foods and general items, all reduce carbon emissions and pollution from the production of single use containers and packaging. These tactics mitigate GHG production by reducing demand for extra packaging and shipping of products.

Hot water consumption

Domestic heated water using non-renewable resources such as gas contributes to significant global carbon dioxide emissions. Heating water with clean electricity is possible in many countries. Turning off the water heater and using unheated water for laundry, bathing (weather permitting), dishes, and cleaning eliminates those emissions.

Personal finance

Individuals can check whether the financial companies they are using are part of the Glasgow Financial Alliance for Net Zero, and consider switching pensions, insurance and investments. Cryptocurrencies which are made by proof-of-work such as Bitcoin, are high carbon both because they use dirty electricity, such as electricity from Kazakhstan (some electricity in the United States used for Bitcoin mining is also dirty but the gas might be burned anyway) and because cryptocurrency mining uses hardware for only a short time before it becomes ewaste. Individuals with such cryptocurrency can switch to proof of stake crypto such as Tezos (or possibly ethereum in 2022).

The principle of carbon offset is this: one decides that they do not want to be responsible for accelerating climate change, and they have already made efforts to reduce their carbon dioxide emissions, so they decide to pay someone else to further reduce their net emissions by planting trees or by taking up low-carbon technologies. Every unit of carbon that is absorbed by trees—or not emitted due to one's funding of renewable energy deployment—offsets the emissions from their fossil fuel use. In many cases, funding of renewable energy, energy efficiency, or tree planting — particularly in developing nations.

Political advocacy

Will Grant of the Pachamama Alliance describes "Four Levels of Action" for change:

  1. Individual
  2. Friends and family
  3. Community and institutions
  4. Economy and policy

Grant suggests that individuals can have the largest personal impact on climate by focusing on levels 2 and 3.

Others posit that individual citizen participation in groups advocating for collective action in the form of political solutions, such as carbon pricing, meat pricing, ending subsidies for fossil fuels and animal husbandry, and ending laws encouraging car use, is the most impactful way that an individual can take action to prevent climate change.

One Fast Company article notes that "Focusing on how individuals can stop climate change is very convenient for corporations," and calls for holding industries and governments accountable on climate.

It has been argued that climate change is a collective action problem, specifically a tragedy of the commons, which is a political and not individual category of problem.

Speaking to management about workplace emissions has been suggested.

Activist movements

Special Fossil of the Day Message to Japan

Elected political figures have a vested interest in remaining on the good side of the public. This is because in democratic countries the public are the ones electing these government officials. Thus keeping up with protests is a way they can ensure they have the public's wants in mind. Climate change is a prevalent issue in many societies. Some believe that some of the long-term negative effects of climate change can be ameliorated through individual and community actions to reduce resource consumption. Thus, many environmental advocacy organizations associated with the climate movement (such as the Earth Day Network) focus on encouraging such individual conservation and grassroots organizing around environmental issues.

Many environmental, economic, and social issues find common ground in mitigation of global warming. In the United States Citizens' Climate Lobby provides climate change solutions through bipartisan and national policy which aims to set a price on carbon at the national level.

To raise awareness of climate issues, activists organized a series of international labor and school strikes in late September 2019, with estimates of total participants ranging between 6 and 7.3 million.

A number of groups from around the world have come together to work on the issue of global warming. Non-governmental organizations (NGOs) from diverse fields of work have united on this issue. A coalition of 50 NGOs called Stop Climate Chaos launched in Britain in 2005 to highlight the issue of climate change.

The Campaign against Climate Change was created to focus purely on the issue of climate change and to pressure governments into action by building a protest movement of sufficient magnitude to effect political change.

Critical Mass is an event typically held on the last Friday of every month in various cities around the world wherein bicyclists and, less frequently, unicyclists, skateboarders, inline skaters, roller skaters and other self-propelled commuters take to the streets en masse. While the ride was founded in San Francisco with the idea of drawing attention to how unfriendly the city was to bicyclists, the leaderless structure of Critical Mass makes it impossible to assign it any one specific goal. In fact, the purpose of Critical Mass is not formalized beyond the direct action of meeting at a set location and time and traveling as a group through city or town streets.

One of the elements of the Occupy movement is global warming action.

Following environmentalist Bill McKibben's mantra that "if it's wrong to wreck the climate, it's wrong to profit from that wreckage," fossil fuel divestment campaigns attempt to get public institutions, such as universities and churches, to remove investment assets from fossil fuel companies. By December 2016, a total of 688 institutions and over 58,000 individuals representing $5.5 trillion in assets worldwide had been divested from fossil fuels.

Groups such as NextGen America and Climate Hawks Vote are working in the United States to elect officials who will make action on climate change a high priority.

On 20 July 2020, Swedish climate activist Greta Thunberg, who was awarded a Portuguese rights award, pledged to donate the Gulbenkian Prize money of 1 million euros to organizations focused on the environment and climate change.

Reform of subsidies and taxes discouraging individual action

Fossil fuel and other subsidies, and taxes which discourage individual action include:

  • India is considering abolishing its subsidy of kerosene, which discourages individuals switching to other fuels
  • The UK CCC has advised cutting farm subsidies for livestock, which discourage individuals shifting to a plant based diet:
  • The UK CCC has advised rebalancing the taxes and regulatory costs, which are currently higher for electricity than gas and thus discourage individuals from switching from gas boilers to heat pumps
  • Turkey's free coal for poor families discourages them switching to natural gas in cities.
  • Redirecting the money which would have been spent as subsidies, together with any carbon tax, to form a carbon dividend in equal shares for everyone or for poor people has been suggested by the International Monetary Fund and others to encourage individuals to take action as part of a just transition away from a high carbon lifestyle.

However, sudden removal of a subsidy by governments not trusted to redirect it, or without providing good alternatives for individuals, can lead to civil unrest. An example of this took place in 2019, when Ecuador removed its gasoline and diesel subsidies without providing enough electric buses to maintain service. The result was overnight fuel price hikes of 25-75 percent. The corresponding fare hikes for Ecuador's existing gas and diesel powered bus fleet were met with violent protests.

Lack of information, or misleading information on individual actions

Focus on climate change effects, without information on taking action

Climate change education, which became mandatory in Italy in 2019, is completely absent in some countries, or fails to provide information on action that individuals can take.

In some countries media coverage of global warming reports the effects of climate change, such as extreme weather, but makes no mention of either individual or government actions which can be taken.

Presenting plant based diets as strict vegetarianism

The suggestion that eating a plant-based diet requires a person to become strictly vegetarian is also misinformation. A plant-based diet focuses on consuming foods primarily from plants. Some examples of food consumed in a plant-based diet are fruits and vegetables, nuts, seeds, oils, whole grains, legumes, and beans. People may consider it as being vegan or vegetarian but it is very different. Vegan diets eliminate all animal products, meanwhile, plant-based diets do not eliminate animal products, but they encourage the focus on eating mostly plants. According to the Physicians Committee, people can choose the right plant-based food to eat enough protein and minerals: "Plant-based foods are full of fiber, rich in vitamins and minerals, free of cholesterol, and low in calories and saturated fat".

Impact of individual actions

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Media focus on low impact rather than high impact behaviors is concerning for scientists. The most impactful actions for individuals may differ significantly from the popular advice for "greening" one's lifestyle. For instance, popular suggestions for individual actions include:

  • Replacing a typical car with a hybrid (0.52 tonnes);
  • washing clothes in cold water (0.25 tonnes);
  • recycling (0.21 tonnes);
  • upgrading light bulbs (0.10 tonnes); etc. -- all lower impact behaviors.
  • switching bank accounts to a greener bank.
  • The Wikipedia article on streaming media suggests buying CDs

A few researchers have stated that "Our recommended high-impact actions:

  • one fewer child, (however one of the 2 researchers later said that "population is actually irrelevant to solving the climate crisis" A 2021 study says that the global human population of 7.7 billion contributes to climate change in myriad ways, and that "human population has been mostly ignored with regard to climate policy" due to the taboo nature of the issue.)
  • living car-free
  • avoiding one trans-Atlantic flight
  • eating a plant-based diet

are more effective than many more commonly discussed options. For example, eating a plant-based diet saves eight times more emissions than upgrading light bulbs." Public discourse on reducing one's carbon footprint overwhelmingly focuses on low-impact behaviors, and as of 2017, the mention of high-impact individual behaviors to impact climate was almost non-existent in mainstream media, government publications, K-12 school textbooks, etc.

Other researchers say that decarbonization need not mean a more austere lifestyle, and that the individual actions with the most impact are to electrify households, with for example electric cars and heating.

However, advocate Bill McKibben is joined by many others in his opinion that "no effort is too small" with regards to climate change.

Climate conversations

"Discussing global warming leads to greater acceptance of climate science," according to a 2019 study in the Proceedings of the National Academy of Sciences. The Yale Climate Communication Program recommends initiating "climate conversations" with more moderate individuals. Patient listening is key, to determine the personal impacts of climate events on an individual, and to elicit information about the other person's core values. Once personal climate impacts and core values are understood, it may become possible to open a discussion of potential climate solutions which are consistent with those core values.

Carbon Conversations is a "psychosocial project that addresses the practicalities of carbon reduction while taking account of the complex emotions and social pressures that make this difficult". The project touches on five main topics: i) home energy; ii) food; iii) travel; iv) consumption and waste; and v) talking with family and friends. The project understands that individuals often fail to adopt low-carbon lifestyles not because of practical barriers to change (e.g.: there is no renewable energy available), but because of aspects related to their values, emotions, and identity. The project offers a supportive group experience that helps people reduce their personal carbon dioxide emissions by 1 tonne CO2 on average and aim at halving it in the long term. They deal with the difficulties of change by connecting to values, emotions and identity. The groups are based on a psychosocial understanding of how people change. Groups of 6-8 members meet six or twelve times with trained facilitators in homes, community centres, workplaces or other venues. The meetings create a non-judgmental atmosphere where people are encouraged to make serious lifestyle changes.

Carbon Conversations was cited in The Guardian newspaper as one of the 20 best ideas to tackle climate change.

Operator (computer programming)

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