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Historical dynamics broadly includes the scientific modeling of
history History is the systematic study of the past, focusing primarily on the Human history, human past. As an academic discipline, it analyses and interprets evidence to construct narratives about what happened and explain why it happened. Some t ...
. This might also be termed computer modeling of history, historical simulation, or simulation of history - allowing for an extensive range of techniques in simulation and estimation. Historical dynamics does not exist as a separate science, but there are individual efforts such as long range planning, population modeling,
economic forecasting Economic forecasting is the process of making predictions about the economy. Forecasts can be carried out at a high level of aggregation—for example for GDP, inflation, unemployment or the fiscal deficit—or at a more disaggregated level, for ...
,
demographics Demography () is the statistical study of human populations: their size, composition (e.g., ethnic group, age), and how they change through the interplay of fertility (births), mortality (deaths), and migration. Demographic analysis examin ...
, global modeling, country modeling,
regional planning Regional planning deals with the efficient placement of land-use activities, infrastructure, and settlement growth across a larger area of land than an individual city or town. Regional planning is related to urban planning as it relates land ...
,
urban planning Urban planning (also called city planning in some contexts) is the process of developing and designing land use and the built environment, including air, water, and the infrastructure passing into and out of urban areas, such as transportatio ...
and many others in the general categories of
computer modeling Computer simulation is the running of a mathematical model on a computer, the model being designed to represent the behaviour of, or the outcome of, a real-world or physical system. The reliability of some mathematical models can be determin ...
,
planning Planning is the process of thinking regarding the activities required to achieve a desired goal. Planning is based on foresight, the fundamental capacity for mental time travel. Some researchers regard the evolution of forethought - the cap ...
,
forecasting Forecasting is the process of making predictions based on past and present data. Later these can be compared with what actually happens. For example, a company might Estimation, estimate their revenue in the next year, then compare it against the ...
, and
simulations A simulation is an imitative representation of a process or system that could exist in the real world. In this broad sense, simulation can often be used interchangeably with model. Sometimes a clear distinction between the two terms is made, in ...
. Some examples of "large" history where historical dynamics simulations would be helpful include; global history, large structures, histories of empires, long duration history,
philosophy of history Philosophy of history is the philosophy, philosophical study of history and its academic discipline, discipline. The term was coined by the French philosopher Voltaire. In contemporary philosophy a distinction has developed between the ''specul ...
, Eurasian history,
comparative history Comparative history is the comparison of different societies which existed during the same time period or shared similar cultural conditions. The comparative history of societies emerged as an important specialty among intellectuals in the Enlight ...
, long-range
environmental history Environmental history is the study of Human impact on the environment, human interaction with the natural world over time, emphasising the active role nature plays in influencing human affairs and vice versa. Environmental history first emerged ...
,
world systems theory World-systems theory (also known as world-systems analysis or the world-systems perspective)Immanuel Wallerstein, (2004), "World-systems Analysis." In ''World System History'', ed. George Modelski, in ''Encyclopedia of Life Support Systems'' (E ...
, non-Western political and economic development, and
historical demography Historical demography is the quantitative study of human population in the past. It is concerned with population size, with the three basic components of population change (fertility Fertility in colloquial terms refers the ability to have of ...
.


Information sources for simulations

With the rise of technologies like wikis, and internet-wide search engines, some historical and social data can be mined to constrain models of history and society. Data from social media sites, and busy sites, can be mined for human patterns of action. These can provide more and more realistic behavioral models for individuals and groups of any size.
Agent-based model An agent-based model (ABM) is a computational model for simulating the actions and interactions of autonomous agents (both individual or collective entities such as organizations or groups) in order to understand the behavior of a system and ...
s and microsimulations of
human behavior Human behavior is the potential and expressed capacity (Energy (psychological), mentally, Physical activity, physically, and Social action, socially) of human individuals or groups to respond to internal and external Stimulation, stimuli throu ...
can be embedded in larger historical simulations. Related subfields are
behavioral economics Behavioral economics is the study of the psychological (e.g. cognitive, behavioral, affective, social) factors involved in the decisions of individuals or institutions, and how these decisions deviate from those implied by traditional economi ...
and human behavioral ecology. *
Data mining Data mining is the process of extracting and finding patterns in massive data sets involving methods at the intersection of machine learning, statistics, and database systems. Data mining is an interdisciplinary subfield of computer science and ...
, web mining,
predictive analytics Predictive analytics encompasses a variety of Statistics, statistical techniques from data mining, Predictive modelling, predictive modeling, and machine learning that analyze current and historical facts to make predictions about future or other ...
*
Social media Social media are interactive technologies that facilitate the Content creation, creation, information exchange, sharing and news aggregator, aggregation of Content (media), content (such as ideas, interests, and other forms of expression) amongs ...
,
web analytics Web analytics is the measurement, data collection, collection, analysis, and reporting of web Data (computing), data to understand and optimize web usage. Web analytics is not just a process for measuring web traffic but can be used as a tool for ...
,
social network A social network is a social structure consisting of a set of social actors (such as individuals or organizations), networks of Dyad (sociology), dyadic ties, and other Social relation, social interactions between actors. The social network per ...
s * Automated translation,
natural language processing Natural language processing (NLP) is a subfield of computer science and especially artificial intelligence. It is primarily concerned with providing computers with the ability to process data encoded in natural language and is thus closely related ...
,
Turing test The Turing test, originally called the imitation game by Alan Turing in 1949,. Turing wrote about the ‘imitation game’ centrally and extensively throughout his 1950 text, but apparently retired the term thereafter. He referred to ‘ iste ...
* Crowd computing has been applied to
history History is the systematic study of the past, focusing primarily on the Human history, human past. As an academic discipline, it analyses and interprets evidence to construct narratives about what happened and explain why it happened. Some t ...
, and offers another tool for historical verification and validation.


Sectoral databases

In every sector of human activity, there are extensive databases for transportation data,
urban development Urban means "related to a city". In that sense, the term may refer to: * Urban area, geographical area distinct from rural areas * Urban culture, the culture of towns and cities Urban may also refer to: General * Urban (name), a list of peop ...
, health statistics, education data, social data,
economic data Economic data are data describing an actual economy, past or present. These are typically found in time-series form, that is, covering more than one time period (say the monthly unemployment rate for the last five years) or in cross-sectional dat ...
—along with many projections. See :economic databases, :statistical data sets, :social statistics data, :social statistics and :statistics. Some examples of database activity include
Asian Development Bank The Asian Development Bank (ADB) is a regional development bank to promote social and economic development in Asia. The bank is headquartered in Metro Manila, Philippines and maintains 31 field offices around the world. The bank was establishe ...
statistics,
World Bank The World Bank is an international financial institution that provides loans and Grant (money), grants to the governments of Least developed countries, low- and Developing country, middle-income countries for the purposes of economic development ...
data, and the
International Monetary Fund The International Monetary Fund (IMF) is a major financial agency of the United Nations, and an international financial institution funded by 191 member countries, with headquarters in Washington, D.C. It is regarded as the global lender of las ...
data.
Time series analysis In mathematics, a time series is a series of data points indexed (or listed or graphed) in time order. Most commonly, a time series is a sequence taken at successive equally spaced points in time. Thus it is a sequence of discrete-time data. ...
and
econometrics Econometrics is an application of statistical methods to economic data in order to give empirical content to economic relationships. M. Hashem Pesaran (1987). "Econometrics", '' The New Palgrave: A Dictionary of Economics'', v. 2, p. 8 p. 8 ...
are well established fields for the analysis of trends and
forecasting Forecasting is the process of making predictions based on past and present data. Later these can be compared with what actually happens. For example, a company might Estimation, estimate their revenue in the next year, then compare it against the ...
; but, survey data and microdatasets can also be used in forecasts and simulations.


Global, country, and sectoral models in international development

The United Nations and other organizations routinely project the population of individual countries and regions of the world decades into the future. These demographic models are used by other organizations for projecting demand for services in all sectors of each economy. *
International Monetary Fund The International Monetary Fund (IMF) is a major financial agency of the United Nations, and an international financial institution funded by 191 member countries, with headquarters in Washington, D.C. It is regarded as the global lender of las ...
- Finance, Government Accounts *
Organisation for Economic Co-operation and Development The Organisation for Economic Co-operation and Development (OECD; , OCDE) is an international organization, intergovernmental organization with 38 member countries, founded in 1961 to stimulate economic progress and international trade, wor ...
*
World Health Organization The World Health Organization (WHO) is a list of specialized agencies of the United Nations, specialized agency of the United Nations which coordinates responses to international public health issues and emergencies. It is headquartered in Gen ...
- Health *
Food and Agriculture Organization The Food and Agriculture Organization of the United Nations; . (FAO) is a specialized agency of the United Nations that leads international efforts to defeat hunger and improve nutrition and food security. Its Latin motto, , translates ...
- Food and Agriculture *
International Labour Organization The International Labour Organization (ILO) is a United Nations agency whose mandate is to advance social and economic justice by setting international labour standards. Founded in October 1919 under the League of Nations, it is one of the firs ...
- Labour *
World Trade Organization The World Trade Organization (WTO) is an intergovernmental organization headquartered in Geneva, Switzerland that regulates and facilitates international trade. Governments use the organization to establish, revise, and enforce the rules that g ...
- Trade *
World Bank The World Bank is an international financial institution that provides loans and Grant (money), grants to the governments of Least developed countries, low- and Developing country, middle-income countries for the purposes of economic development ...
- extensive modeling and data activities, Each country often has their corresponding modeling groups for each of these major sectors. These can be grouped in separate articles according to sector. Groups include government departments, international aid agencies, as well as nonprofit and
non-governmental organization A non-governmental organization (NGO) is an independent, typically nonprofit organization that operates outside government control, though it may get a significant percentage of its funding from government or corporate sources. NGOs often focus ...
s. A broad class of models used for economic and social modeling of countries and sectors are the Computable general equilibrium (CGE) model - also called applied general equilibrium models. In the context of time based simulations and policy analysis, see
dynamic stochastic general equilibrium Dynamic stochastic general equilibrium modeling (abbreviated as DSGE, or DGE, or sometimes SDGE) is a macroeconomics, macroeconomic method which is often employed by monetary and fiscal authorities for policy analysis, explaining historical time-s ...
models.


Linked economic, social, and climate models

Partly because of the controversy over global climate change, there is an extensive network of global climate models, and related social and economic models. These seek to estimate, not only the change in climate and its physical effects, but also the impact on human society and the natural environment. See global economic models,
social model A social welfare model is a system of social welfare provision and its accompanying value system. It usually involves social policies that affect the welfare of a country's citizens within the framework of a market or mixed economy. Elements of ...
, microsimulation,
climate model Numerical climate models (or climate system models) are mathematical models that can simulate the interactions of important drivers of climate. These drivers are the atmosphere, oceans, land surface and ice. Scientists use climate models to st ...
, global climate models, and
general circulation model A general circulation model (GCM) is a type of climate model. It employs a mathematical model of the general circulation of a planetary atmosphere or ocean. It uses the Navier–Stokes equations on a rotating sphere with thermodynamic terms for ...
. The relationship between the environment and society is examined through
environmental social science Environmental social science is the broad, transdisciplinary study of interrelations between humans and the natural environment. Environmental social scientists work within and between the fields of anthropology, communication studies, economics, ...
.
human ecology Human ecology is an interdisciplinary and transdisciplinary study of the relationship between humans and their natural, social, and built environments. The philosophy and study of human ecology has a diffuse history with advancements in ecolo ...
,
political ecology Political ecology is the study of the relationships between political, economic and social factors with environmental issues and changes. Political ecology differs from apolitical ecological studies by politicizing environmental issues and pheno ...
, and
ecology Ecology () is the natural science of the relationships among living organisms and their Natural environment, environment. Ecology considers organisms at the individual, population, community (ecology), community, ecosystem, and biosphere lev ...
, in general, can be areas where computer and mathematical modeling over time can be relevant to historical simulation.


Historical simulations

Web-based historical simulations, simulations of history, interactive historical simulations, are increasingly popular for entertainment and educational purposes. The field is expanding rapidly and no central index seems to be available. Another example is Several computer games allow players to interact with the game to model societies over time. The
Civilization (series) ''Civilization'' is a series of turn-based strategy video games, first released in 1991. Sid Meier developed the first game in the series and has had creative input for most of the rest, and his name is usually included in the formal title of ...
is one example. Others include
Age of Empires ''Age of Empires'' is a series of historical real-time strategy video games, originally developed by Ensemble Studios and published by Xbox Game Studios. The first title in the series, ''Age of Empires'', focused on events in Europe, Afri ...
,
Rise of Nations ''Rise of Nations'' is a real-time strategy video game developed by Big Huge Games and published by Xbox Game Studios, Microsoft Game Studios in May 2003. Designed as a fusion of concepts from turn-based strategy games with the real-time strat ...
,
Spore In biology, a spore is a unit of sexual reproduction, sexual (in fungi) or asexual reproduction that may be adapted for biological dispersal, dispersal and for survival, often for extended periods of time, in unfavourable conditions. Spores fo ...
,
Colonization 475px, Map of the year each country achieved List of sovereign states by date of formation, independence. Colonization (British English: colonisation) is a process of establishing occupation of or control over foreign territories or peoples f ...
,
Alpha Centauri Alpha Centauri (, α Cen, or Alpha Cen) is a star system in the southern constellation of Centaurus (constellation), Centaurus. It consists of three stars: Rigil Kentaurus (), Toliman (), and Proxima Centauri (). Proxima Centauri ...
, Call to Power, and CivCity: Rome. A longer list of games in historical context, which might include degrees of simulation, are found at :Video games with historical settings.
Military simulation Military simulations, also known informally as war games, are simulations in which theories of warfare can be tested and refined without the need for actual hostilities. Military simulations are seen as a useful way to develop Military tactics, t ...
is a well-developed field and increasingly accessible on the internet.


Simulating society

Computer models for simulating society fall under artificial society, social simulation,
computational sociology Computational sociology is a branch of sociology that uses computationally intensive methods to analyze and model social phenomena. Using computer simulations, artificial intelligence, complex statistical methods, and analytic approaches like soc ...
, computational social science, and
mathematical sociology Mathematical sociology is an interdisciplinary field of research concerned with the use of mathematics within sociological research. History Starting in the early 1940s, Nicolas Rashevsky, and subsequently in the late 1940s, Anatol Rapoport an ...
. There is an interdisciplinary Journal of Artificial Societies and Social Simulation for computer simulation of social processes. The European Social Simulation Association promotes social simulation research in Europe; it is the publisher of JASSS. There is a corresponding Computational Social Science Society of the Americas., and a Pan-Asian Association for Agent-based Approach in Social Systems Sciences. PAAA lists some related Japanese associations. The SimSoc ( Simulated Society tool) is in its fifth edition.


Cities

There has been extensive research in
urban planning Urban planning (also called city planning in some contexts) is the process of developing and designing land use and the built environment, including air, water, and the infrastructure passing into and out of urban areas, such as transportatio ...
,
environmental planning Environmental planning is the process of facilitating decision making to carry out land development with the consideration given to the natural environment, social, political, economic and governance factors and provides a holistic framework to a ...
and related fields:
regional planning Regional planning deals with the efficient placement of land-use activities, infrastructure, and settlement growth across a larger area of land than an individual city or town. Regional planning is related to urban planning as it relates land ...
,
land-use planning Land use planning or ''Land-use regulation'' is the process of regulating the use of land by a central authority. Usually, this is done to promote more desirable social and environmental outcomes as well as a more efficient use of resources. ...
,
transportation planning Transportation planning is the process of defining future policies, goals, investments, and spatial planning designs to prepare for future needs to move people and goods to destinations. As practiced today, it is a collaborative process that i ...
,
urban studies Urban studies is based on the study of the urban development of cities and regions—it makes up the theory portion of the field of urban planning. This includes studying the history of city development from an architectural point of view, to th ...
, and
regional science Regional science is a field of economics concerned with analytical approaches to problems that are related specifically to regional and international issues. Topics in regional science include, but are not limited to location theory or spatial eco ...
. Journals for these fields are listed at List of planning journals.
SimCity ''SimCity'' is an open-ended city-building video game franchise originally designed by Will Wright. The first game in the series, '' SimCity'', was published by Maxis in 1989 and was followed by several sequels and many other spin-off ''S ...
is a game for simulations of artificial cities. It has spawned a range of "sim" games. The planning groups try to simulate changes in real cities. The game groups allow experiments with artificial cities. And the two are merging in such efforts as Vizicities


Industry

The profiling of industries is well developed, and most industries make forecasts and plans. See industrial history, history of steel,
history of mining Mining is the extraction of valuable geological materials and minerals from the surface of the Earth. Mining is required to obtain most materials that cannot be grown through agricultural processes, or feasibly created artificially in a la ...
, history of construction, history of the petroleum industry, and many other histories of specific industries. See cyclical industrial dynamics for modeling of industries in the sense of "historical dynamics of industries". Some related terms are industrial planning, history of industry, industrial evolution, technology change, and
technology forecasting Technology forecasting attempts to predict the future characteristics of useful technological machines, procedures or wikt:technique, techniques. Researchers create technology forecasts based on past experience and current technological developmen ...
. An example of "history friendly" industrial models. from the journal, Industrial and Corporate Change. Economy-wide models must take into account the interactions between industry and the rest of the economy. See
Input–output model In economics, an input–output model is a quantitative economic model that represents the interdependencies between different sectors of a national economy or different regional economies.Thijs Ten Raa, Input–Output Economics: Theory and App ...
,
economic planning Economic planning is a resource allocation mechanism based on a computational procedure for solving a constrained maximization problem with an iterative process for obtaining its solution. Planning is a mechanism for the allocation of resources ...
, and social accounting matrix for some relevant techniques.


Futures

Many of the techniques from
futures studies Futures studies, futures research or futurology is the systematic, interdisciplinary and holistic study of social and technological advancement, and other environmental trends, often for the purpose of exploring how people will live and wor ...
are applicable to historical dynamics. Whether projecting forward from a point in the past to the present for validation studies, or projecting backwards from the present into the past - many of the techniques are useful. Likewise, simulations of the past, or alternative pasts, provide a groundwork of techniques for futures studies.


Bibliography

* * *
History & Mathematics: Historical Dynamics and Development of Complex Societies, Russian intro, English language


See also

*
Cliodynamics Cliodynamics () is a transdisciplinary area of research that integrates cultural evolution, economic history/ cliometrics, macrosociology, the mathematical modeling of historical processes during the '' longue durée'', and the construction and ...


References

{{reflist Dynamical systems Economic history studies Historiometry Mathematical modeling Simulation Social history