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Principles of New African Thought and Research

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SECTION 1: CONTEXT


Modern Science: Building on the Best of Human Spirit


Careful assessment of African history and world history from antiquity through the epoch of continuous destructive European and Arab invasions reveals a deep cultural genetic linkage.


From ancient KMT's (Egypt's) impact on the culture of the rest of the African continent to the sum total of indigenous African scientific history before the invasions, there is a fractured, but reconstructable continuity.  Ancient African KMT is the major Black classical society, existing in African classical period and functioning for African people in the same manner as Ancient Greece functions for Europe.  Although Immanuel Kant, Karl Marx, Isaac Newton had nothing to do with the lands that produced Aristotle and Plato, still Europeans trace their intellectual genealogies to them and their contemporaries.  There is no direct linkage between Germany, France, Spain, Russia, or England and Ancient Greece; yet, many of those linkages are imaginatively and often fraudulently drawn on an "Aryan" cultural template that values ancient Greece as a supreme White cultural paradigm and a standard by which all subsequent western developments are judged.  Indeed, cultural legacy is so important---so fundamental to the maintenance of civilization---that some groupings have made up their antiquity and have therefore built intellectual and moral houses of cards on shifting sands. 


Africans have a real (but fractured) cultural relationship with ancient African KMT, but have wastefully failed to not unearth, redeem, resurrect or restore this fundamental necessity of life.  Why else do most Africans have White and Arab names, clothing, architecture, religions, family organization, governmental systems, holidays, calendars, education, philosophies, science, theory, method, hair styles, habits, beliefs rather than independently rooting their very existence on their great ancient KMTic foundation?  Why else do most African-centered thinkers waste whole careers trying to prove that Africans helped to build white (Greek, Roman, Christian, European), and Arab civilizations (civilizations that ultimately invaded and destroyed indigenous African Civilizations) instead of focusing on the necessary redemption, resurrection, and rebuilding of African civilization using KMT as its foundation?


If intellectual and practical self-reliance is a necessary goal of any liberated population, essentially, modern African researchers must restore their own worldview, critically cleansing it and linking it to its indigenous African roots.  Traditionally, in the resurrection of modern African centered thought scientific assessment of reality are dominated by mystical incantations of obsolete speculative christian-islamic dogma who's scope rarely leaves the idealistic discussion of abstract spirit, religion, white critiques of history and god-allah.   In short, when in doubt fill in your thoughts with religious mess created by the oppressors.  After 500 or so years of direct enslavement with no help, this type of chicanery/mental laziness should have been ended.  It was not.  Each generation produces its soothsayers moonlighting as leaders.  Facing genocide, the present generation of African youth do not have time to waste on their knees looking up to fabrications of whites and Arabs.  In fact most of them do not even listen to the mess of their confused prior generations who are steeped in slave ideas and practice.  Imagine a Black man walking around with the name Akbar calling another Black person a slave who is walking around with the name Tom. Both have slave names, both have not broken with their oppressor in something as simple, yet important, as a name.     


We have wasted enough time groveling.  We should return to our source, the best of our source, the brightest, ancient African Kmt.  But must have not heeded Diop's last call to establish Kmt as the foundation of Black world life and renaissance.  They purport to create ideas from the sky, from white and arab gods the whites and arabs made up in their own image and interests.  They then fashion these conjured ideas in terms of a logical and timeless order of necessity, not in terms of the succession of material , objective and yet temporal reality.  Their views have yet to even leave kindergarten stories made up by children not fully aware that there are no tooth fairies, and ghosts: the material world of matter, space and time for them have all been devolved into appearance and ideal concepts as opposed to real developing actual processes.  Instead of showing an incompatibility between any revolutionary ethics and an objective idealism which sanctified the existing order with ambiguous formulae about the identify of the real and the rational, they cowardly cling to hopes that a god figure conjured up by their very oppressors hold the key to their understanding of objective reality.  The result of this procedure is to make the familiar appear to be mysterious product of the ghostly conjugation of categories.  This is not thought.  This certainly is not research.


Instead of starting with the familiar and working out the logical categories involved in ordinary experience, they to deduce the character of ordinary experience from presumably simple and necessary logical truths.   What should be the point of departure becomes a mystical result and what should be a rational result becomes a mystical point of departure.  They do not understand that the existence of a thing is as intelligible, rational, objective, accurate, and clear as it is discovered to be.  It is the subject of all possible attributes which may be predicated of it but is not therefore merely they systematic totality of such predicates.  The more we know about its attributes, the more we know about the thing.  But the existence of the thing does not depend upon the order in which we learn of its attributes nor upon their subsistence in some nontemporal realm of being.  One should never attempt to deduce the historical succession of things in time from he immanent development of ideas out of time.  From existence we get to logic and not necessarily the other way around. 


Today, African scientists must study and critically assimilate the modern achievements of science, synthesize the positive achievements in human knowledge and, in particular, critically absorb the rational elements of the best that Western Civilization and science have offered the world.  Next, the African-centered scientist must methodically KMTize (based on the cultural foundation laid by KMT) this accumulated scientific information with indigenous African language, symbols, names, concepts and meanings.  From such a synthesis, the fractured modern system of alien thought that dominates African attitudes and behaviors can be discarded and replaced with an indigenous new African scientific worldview synthesized with the best that the modern world has to offer.   


The principle of using antecedents, building upon the best that human science and spirit has to offer, and a will toward justice translated into research methods means to menially reproduce an object in thought in all its objectivity and concreteness by cognizing it in development in its accurate history.  The patterns of nature demand that an inherently unobservable realm temporarily exists.  Many have called this the spirit realm.  However, that which is measurable must be carefully measured even thought it is clear that science can never know all and absolute truth is unattainable.


For over one hundred years, European science has sought to discover the ultimate make-up of the physical world by searching for nature's ultimate building blocks.  Atoms were believed to be the fundamental units of all things living and dead in the universe until it was discovered that they were made up of subatomic elementary particles.  Later high-energy scientists theorized about the existence of even smaller subdivisions of matter called quarks.  In their view, structure---not process---is the primary goal of scientific study


In ancient KMT science, however, process and synthesis, and struggle and complement of opposites are more important.   To abstract a phenomenon or object one must split it up mentally into its properties, relationships, pieces, parts, and stages of development.  At the same time, the construction of the concrete in thought proceeds on the basis of synthesis, the unifying of the various properties and relationships discovered both in the given object.  Essentially, KMT developed a logical system of "crossed-paralleled pair processing" to study phenomena in their natural process of birth, death, and rebirth.  These unified opposites were in struggle, but they also complemented each other from the beginning of the process to its end.  Throughout this book, this logic is applied in an element-by-element, step-by-step, stage-by-stage, concept-by-concept process.   This is the Maat method of African scientific research.


The following method section therefore will be written as a process moving from matter/antimatter to the primary four primary modern research designs in use in the social science.  The assessment of research methods, therefore, starts at the very beginning of the thought process, proceeding from matter and antimatter to objective conditions, sense organs, the human subject, reflection, reflection via human brain process of human cognition, and the eight stages of human cognition.


SECTION 2---OBJECTIVE CONDITIONS

INDEPENDENT OF THOUGHT AND IT'S SUBJECTIVE MENTAL REFLEX IN HUMANS


Matter and Antimatter (Objective Reality)


Science studies regularity in nature by moving beyond the level of a phenomena's external appearance to uncover its tendencies, patterns structure and function by minimizing the inherent cumbrousness of optimally explaining multi-dimensional phenomena as either apriori or concomitantly.  Its task is to "put reality to the test", and in the process explain the what's, why's, and how's of physical and social phenomena.  No theory, technical concept, mathematical procedure, or statistical equation or mathematical procedure alone is scientific unless it makes empirical facts, theory and hypotheses intelligible.  Because all science would be superfluous if things were as they appeared, the internal essence of phenomena (the way things work) may not directly coincide with its outward appearance (the way things look).  Different forms of reality require different means of description.  For that reason, a diversity of scientific disciplines and research methodologies are therefore necessary to reflect this variety.  Each method of viewing reality, has overtime evolved into entire branches of science complete with philosophy, theory, method, statistical procedures, terminology, and techniques of interpretation and explanation. 

The range of present factual knowledge of matter and antimatter extends from within the microscopic universe, 10-13cm (the core of the nucleon, sub-quantum mechanic fields) to outside the Hubble telescopic universe, 1021cm (over 15 billion light years away).  Theoretically, matter and antimatter within this limit can be described objectively, although incompletely.[1]  In the social sciences as in the physical sciences, matter is that objective reality that exists outside and independent of consciousness and are reflected by it.  Objective realities unfold in history and are, overtime, independently verified as experiences, then as facts, data, empirical constructs called variables, and statistics.  Psychologists, philosophers, linguists, criminologists, physicists, political scientists, biologists, sociologists, anthropologists, historians, chemists, economists, computer scientists, or literary scholars study elements of this reality.  Each field of science does its job of theoretically replicating reality in its own historically evolved way.  Each cultural or ethnic group communicates science in its own linguistic and symbolic form. 

Replicating the human thought process even its skeletal form is difficult.  Yet, the nomenclature already used in sophisticated arguments concerning distinctions, paradoxes and thought parameters reflective of the recursive nature of human cognition is fairly well known (but perhaps not fully understood). 

  • § Psychology studies human thought as a process of cognition evolving out of acquired or inherited environmental and biological variables impacting perception, personality, emotions, and intelligence reflected in attitudes and behaviors.
  • § Criminology studies human cognition in conjunction with lawbreaking by investigating criminal motive as a basis establishing variable patterns and socio-psychological predictors. Philosophy examines thought in algorithmic categories embodied in rules and operations of logical cognition correlating ontology, epistemology and laws of formal logic.
  • § Ethology studies the evolution of thought in organic life forms, principally in the animal kingdom.
  • § History documents chronologically, and logically the "products" or end results of thought in its material and spiritual forms such as in art, technology, science, religion, culture, and civilization.
  • § Biology examines the anatomical evolutionary processes of organic matter which have increased the capacities for thought in life forms.
  • § Artificial intelligence studies human thought by technologically modeling human thought processes via advanced robotic computerized operations.
  • § Aesthetics examines the creative product of thought for the cultural and sensuous value of its perceptual and artistic form and content.
  • § Psychopathology examines human cognition thru the prism of mental disorder, abnormal behavior and retardation.
  • § Linguistics measures and describes the interconnection between culture, social interaction, language, conceptual constructs, and the process of creative thought through the medium of symbols.
  • § Sociology of knowledge can trace the intricate modern day relationships of empirical and theoretical, symbolic and interactional, subjective and objective, and the social and psychological elements of thought.
  • § Neurophysiology investigates thought process through brain physiology, cerebral substratum mechanisms, frontal lobe wave modeling.

All engage in data reduction by the use of concepts, categories, facts, data, hypotheses, theories, and inferences to reflect human thought.  The issue however is one of understanding how the process of research in each field ultimately arrives at a decision to define reality in a certain way.  All empiricist social science engages in this form of data reduction. 

In the past, social reality is neatly defined and redefined based on appeals to authority (the literature), sometimes faith (in famous sociologists), and intuition (posited testable hypotheses based on socially constructed variables) into manageable series of variables which are measured as a means to answer research questions.  This process of transforming people, places, and things into variables that later take the form of numbers with comparable meanings, levels of significance, and scalable interpretations, creates the context and condition for quantity and quality of data selection, they then define the data; next, they assign value to its meaning, finally producing theory that guides future research from skeletal linear models which merely display a handful of many hundred micro and macro variables as definitive variable relationships.  Social researchers to carefully identify, isolate, and capture these natural and historical processes in their entirety (or a representative sample of them) and thus become a reflection---a mental replication in the language of symbols, concepts and numbers---of this objective reality, ultimately arriving at what is called truth in some relative or absolute form.  In a nutshell, truth is knowledge that accurately corresponds to reality.  Whereas, delusion, invalidity, and distortion does not correspond to reality, or is at best a partial correspondence.  In the social realm, the goal of a scientific research project is incremental correspondence of knowledge to some small portion or element of social reality with statistics acting as a conceptual organizing instrument of human reflection, appended to human sense organs, senses and the brain.

Within this context, scientific inquiry has emerged over many millennia and has span many continent and cultures.  It has progressed unceremoniously from blind appeals to tradition and authority in antiquity to philosophical reasoning according to rules of formal logic.  From logic to intuitive thought to mathematical representation generated by induction, science reached a point of operational maturity.  From data to hypotheses tested by matching theory against data to controlled experimental assessments within laboratory environments, modern science became concerned with transforming concepts into variables, variables into data and data into to empirical answers to hypotheses (concepts-variables-data-answers to research questions).  In it's most elementary form this is a process of isolation, definition, conceptualization, classification, and organization of sense data.[2] 

At any elementary stage of gaining knowledge (i.e., sense data), a deepening process is obtained chiefly by separating individual facts from their general connection and by studying them independent of each other.  These concepts, in their qualitative or quantitative form (variables), then are defined and a means of measuring them is established at the stage of operationalization.  Next the data are collected using a suitable research design, then analyzed with the appropriate statistical procedure when a quantitative answer is sought.  In a similar fashion, statistical analysis is a process of turning words into numbers, numbers into equations and formulas, formulas into procedures involving numbers, and then ironically numbers after statistical analysis become words again as findings are reported.  In short, words become numbers, and numbers after statistical analysis become words again as findings are reported. 

At its best, scientific empirical research is the systematic investigation of objective phenomena in such a way in which information is collected meticulously for the purpose of answering research questions, examining ideas, exploring and explaining phenomena, or testing theories.  Measurement is central to science.  Numbers are central to measurement; they label, order, and condense objective reality transforming qualities into quantities using symbols. 

The symbols have meaning; those meanings lend themselves to mathematical operations; those operations are carried out within a set of procedures, mixed in with formulas and equations, with the results summarized into tables, charts, figures, and graphs.  As such, mathematics is cumulative, each element building on the foundation of the less complex one before it.  One formula or one equation is essentially worth a hundred words.  A hundred complex formulas translated into words and sentences could fill a small library. 


The purpose of scientific empirical research in any branch of science is to answer research questions, examine relationships, explore and explain phenomena, or testing theories.  Measurement is central to empirical research.  It is manifested in conceptual, formal, and empirical procedures.  Numbers are central to measurement; they label, order, and condense objective reality transforming qualities into quantities using symbols.  Statistics applied to social science research links numbers with social phenomena (people and the things they do) in order to answer research questions in numerical terms then express results in a narrative or written form.  Without numerical exactitude expressed in symbols, research of social phenomena reducible to observable fact would lack precision and therefore revert to approximations. 


In sum, the earth (which at one time existed in a condition that no organic life could have survived on it) is merely one fluid and ever-moving planet in this solar system. 


The sun, which is a the center of the solar system, is merely one blazing celestial star in a teeming system of hundreds of billions of stars forming this galaxy, and this galaxy itself is one of billions of galaxies in this metagalaxy.  The latter is the sum total of massive stellar systems moving at colossal velocities throughout space within a vast intercosmic system known as the universe.   These characteristics led necessarily at certain stages to the emergence of organic life on earth over 3.7 billion years ago, the formation of single cell then multicellular organisms; the emergence of complex tissue-based organisms from multicellular organisms that possessed increasingly complex inherent capacities to adapt to changing earthly conditions; the transition to invertebrates, vertebrates, amphibians, reptiles, mammals, and primates; and then the transition to human life over 5.5 million years ago. 


Human life adapted culturally and biologically to various climatic and geological conditions on earth.  This adaptation created the preconditions for the emergence of civilizations.   Diop summarized this process according to ancient KMT science and cosmogony inherent in their Theban, Memphite, Hermopolitan, and Heliopolitan systems of thought:


According to these systems, the universe was not created ex nihilo, on a given day; but there has always existed an uncreated matter, without a beginning or an end...; this chaotic matter was, in origin, the equivalent of non-being, because of the sole fact that it was unorganized: thus, non-being is not, here, the equivalent of nothingness, from which would rise, no one knows how, the matter contained at the archetypal state...all the essences of the body of the future beings that, one day, would be called into existence: sky, stars, earth, air, fire, animals, plants, human beings, etc. 


This primordial matter, the nous or the "primordial waters," was elevated to the level of divinity (called Nun in KMTic cosmogony).  Thus, from the start, each principle of explanation of the universe is doubled by a divinity, and as a philosophical thought developed in KMT, and more particularly in Greece (materialistic school), the latter replaced the former.   


While matter and antimatter are the primary universal foundation of all things, and while the objects that matter and antimatter may manifest themselves in may appear and disappear, matter and antimatter are indestructible.  Each merely changes the forms of its existence, fluidly moving from one state to another, all within the process of constantly being in motion, existing in time and space and having mass content.  Any state of reality is transient, relative, and temporary, and all processes have a beginning and end to their existence. 


This is an ever-changing process; nature has no off days.   As a result, nature has turned out to be far more complex than humans have thought.  An KMT's understanding of the cosmic soup, the ethereal mixture, the unmoved mover, the creators of creation at the foundation of all initial uncreated matter is evermore meaningful today.  Diop documents the fluid and transient nature of matter as understood by ancient KMT cosmogony:


Primitive matter also contained the law of transformation, the principle of the evolution of matter through time, equally considered as a divinity: Kheperu.  It is the law of becoming that, acting on matter through time, will actualize the archetypes, the essences, the beings who are therefore already created in potentiality, before being created in actuality....Thus, carried by its own evolutionary movement, eternal matter, uncreated, by dint of going through the stages of organization, ends up by becoming self-aware.  The first consciousness thus emerges from the primordial Nun; it is God, Ra, the demiurge...who is going to complete creation.


This objective macro and micro, material/spiritual reality is unfolding whether individuals are aware of it or not.  Science, theory, and research methods attempt to reproduce this objective reality as to establish theoretical laws for describing the real-life expression of the phenomena.


Reflection and Objective Reality's Manifold Forms in Nature


The above objective reality produces its own subjective forms in nature, and in humans via their sense organs and brain. All physical sciences concur that the earth at one time existed in a condition that human beings or any other form of life could have existed on it.  Organic matter on the earth is a later phenomenon and takes the form, therefore, of DNA and RNA molecules as vehicles of heredity, complexes of protein molecules, single cells, multiple cells, tissue-based complex organisms, organs, functional systems (neural, blood circulation, digestive, gas exchange, etc.), the organism as a whole, families of organism, colonies, various populations--- (species, biological communities, and the whole biosphere) are later phenomenon.  These forms are the end product of long and methodical developmental processes of over 4 billion years.  


All matter/antimatter has the characteristic of reflection (in some mediated form); it embraces the whole infinite variety and diversity of objects in nature and exists as objective reality, which is all around us, and is reflected by human sense organs, imprinted, copied, transformed into sense data, and translated into forms of thought.  Reflection is the property of objects to reproduce in one way or another the specific of other bodies which influence them.  There are numerous types of reflection. 


There is reflection in inanimate/inorganic nature which takes the form of mechanical reflection, for example, teeth prints in an apple; physical reflection, which takes the form of reflection of objects in a mirror or on stainless steel; and chemical reflection, which takes the form of molecular reactions of association and disassociation.  There is reflection in animate/organic nature, which is biological, resulting in the human organism's phenotypic adaptation to different climatic and geological environments. 


Animate/organic reflection takes several forms, including the following: irritability, for example, trees being drawn toward the photosynthesizing rays of the sun; conditioned and unconditioned reflexes and instincts, for example, sex, hunger for food, self-defensiveness, care for off-spring, building and other instincts and reflexes which ensure the survival of the species; and elementary animal psyche, for example, embryonic rational activity, perception, representation.  There is also conscious human reflection of reality in the human brain that takes the form of irritation, sensation, perception, representation, imagination, visual, auditory, gustatory, olfactory, logical cognition, concepts, judgment, and inferences.  Although our sense organs can perceive only an insignificant aspect of these realities actually existing forms of matter, but because of the advances in technological sense enhancements, visual instruments, sound instruments and measuring apparatus, humans are constantly extending the frontiers of the known world.


Reflection via the Human Brain


Human brain activity resembles holography, a photographic-like process.  Cognition therefore can be seen as a symbolic mental mirror reflection of objective reality in some mediated form.  Physiology of higher human nervous activity and neuropsychiatry consistently has shown that human cognition, however supra sensuous, are the end result of one's brain.   The brain is the central organizer of sense data and thought matter.  It consists of the cerebrum; spinal cord system; subcortical layers; occipital, temporal, and sincipatal aspects of the cerebral cortex; and the frontal lobes.  The forebrain and uppermost section of the cerebrum are directly connected with the mental life of animals and humans.  Various nuclei relay sensory signals to the forebrain and create automatic responses to certain stimuli. 


The thalamus regulates interpretation and relaying of sensory information.  The hippocampus organizes the formation of new memories.  The cerebral cortex structures the analysis of sensory information and controls voluntary movements, abstract thinking, and other complex cognitive activity.  The corpus callosum transfers information between the two cerebral hemispheres.  The brain, therefore, is the organ of control; that is, it is the system that coordinates the activity of the various organs and regulates the relationships of the organism with its environment.   It is, however, the frontal lobe of the brain that is most significant to human cognitive development.  Being the youngest and most advanced aspect of the cerebral cortex, the frontal lobe consistently distinguishes human beings in mental and physiological terms from lower animals.  

Human consciousness, the psychic and the cognitive reproduction of some aspect of reality in the form of images, is therefore a historical product of the development of the human brain.  The human brain is more advanced than that of lower animals in relative size, quality, structure, and capacity. 


The developed cerebral hemisphere and the exceedingly complex furrows and convolutions in its structure enhance the cognitive and psychic capacities of humans in comparison to other animals.  This is measurable in the significant number of nerve cells, perhaps 20,000,000,000, in the human cerebral cortex.  Each enjoining nerve cell is connected with 15,000 others, which gives the human brain the capacity to perform up to 5,000,000 impulses in 1/1000 of a second.    

Everything that sets women and men in motion must first be processed through one's sense organs into one's brain and then temporarily stored in memory.  If rehearsed, the impressions are moved to short term memory; if not rehearsed the impressions decay and are lost; if rehearsed and stored in short term memory impressions, in an elaborate process can be stored and retrieved until possibly permanently imprinted in long-term memory.  


Ideas are then essentially the objective world reflected by the human brain and transformed into forms of symbolic thought.  Our consciousness, therefore, is merely an image, a mediated reproduction and response to the external world.  How does the matter of the brain produce a subjective reflection or new phenomena?  This is no easy question.  It is a scientific problem uniting the effort of psychology, neurophysiology, neuromorphology, biophysics, biochemistry, neurocyberetics, psychoneurology, and psychopharmacology.  Essentially then, the brain first stores sense data before it cognitively interprets its.  The brain, psychic interpretation of sense data, and consciousness serve as the basis for human cognition.


Process of Human Cognition


From the analysis of reflection in the human mind, it appears that human thought is a simple process.  It is not.  Replicating the human thought process is one of the most difficult scientific research objectives in the world today.  Human cognition cannot be reduced to the physicist approach which applies physicist's monism, that is, the belief that the world in its entirety is the totality of physical processes and no more and, hence, that all knowledge has its basis in physics and purely physico-chemical terms. 


The reductionist physicist approach, therefore, argues that the reduction of mental to the physical and the description of the mental as a specific cerebral process are a matter of science, specifically neurophysiology, psychophysiology, and biochemistry.  The behavioral approach essentially regards the phenomena of consciousness, cognition, and other cerebral processes as inseparable, as if they existed in some pristine unity, and then describes them in behavioral terms.  The behavioralists stress a rigorous reductionism, although they too stress the unity of the mental and the physiological, studying the behavioral response and its dependence on corresponding physiological processes in the brain and in the nervous system as a whole.  This is, however, not enough to explain spiritual energies and relationships between will and justice, the known and the unknown.  


The functionalist approach uses information theory, semiotic, artificial intelligence, and other systematic approaches to encompass mental and neurophyiolocal phenomena in single conceptual models.  But they too are limited because they separate but never reconstruct the integrated conceptual conditions that led to the single conceptual models for the neurophysiological expression of such higher mental properties.  Considering these and other difficulties, scientists generally agree that there are levels of human thought initiated at the stage of irritation on one's sense organs. 


Here we outline an eight-stage process of human cognition, moving from irritation, sensation, perception, representation, imagination, conception, judgment to inference.  From the sensory level of thought to the logical level, human beings begin to form individual attitudes and behaviors based on objective social conditions (sex/gender, class, race, generation, and culture).  Those individual attitudes and behaviors combined form group attitudes group behaviors, group consciousness and an overall group social psychology. 


The structure of the human brain allows it to exercise its functions of collecting sense date, building mental models, processing mental images, collating the results of investigations, and monitoring and controlling human thoughts, attitudes, and behaviors.  This process can be outlined as follows:


STAGE 1

Irritation is the imposition of the external world, objective environmental conditions impacting upon one's sensory organs: eyes, skin, nose, ears, and tongue. 


STAGE 2

Sensation is the reflection of some properties of the objects, which have acted upon one's sense organs and have been registered. Matter/antimatter, acting upon our sense organs produces sensation.   The mental interpretation of sense data and the external world within the brain lay the foundation for perception.  


STAGE 3

Perception is the integral reflection of objects acting upon one's sense organs.


STAGE 4

Representation is the reproduction of the consciousness of phenomena, which acted on the sense organs of the past.  


STAGE 5

Imagination is the fantastic inflation or deflation of phenomena---the ability to represent a reality as something other than what it essentially is in actuality. 


STAGE 6

Conception is a thought reflecting the general and essential features of an object summarized in a symbol, transformed into words which take on the meaning of the represented in one's consciousness. Concepts are the fundamental building blocks of logical cognition.  They allow humans to express ideas in the forms of symbols or in words.  Concepts, therefore, are mental constructs, and fundamental fragments of thought which select and summarize an aspect of the observable world for theoretical summation.   A series of concept form judgments, which are thought reflections of phenomena in connection with other phenomena. 


STAGE 7

Judgments are essentially a logically summarized series of concepts. 


STAGE 8

Inference is a process of thinking as a result of which a new judgment is deduced from two or more judgments.  It is the process of reasoning whereby from one or several judgments, a new premise is deduced which logically follows the synthesis of judgments. 


The transition from the judgment to the premise to the conclusion is always made according to a set of rules of logic.  If the premises are true the resulting conclusions must be if in the course of inference the laws of logic and rules of interference are not violated.  If the premises are true, the conclusion, too, must be true.  A relative mirror reflection of the process in all of its manifestations, phases, stages is not always achievable, but by creating abstractions, concepts, judgments, inferences, and model constructs, science can approximate or come closer to reflecting the object in its mediated totality.  Obviously, there is more to thought than just thinking.  Learning, emotions, formation of attitudes, for example, all have weight in this cognitive process.  Here we have merely stripped the thought process down to its barest essentials for the purpose of process explanation.   The end result of this human cognitive process is the emergence of stored up sense data.

Sense Data


In the process of human cognition, data ascertained from the human senses, sense data, are stored in one's memory, compared with other sense data, and assessed on one's conscious and unconscious mental levels via a form of learning.  Learning depends on the brain's ability to associate a stimulus with a response.  Learning is at the foundation of thought, which involves the gathering and processing of knowledge which in turn implies forming and integrating mental concepts into mental constructs of objects of thought.  


Systematized thought organized for the purpose of finding solutions to cognitive problems leads to research.  The process of researching is the course of which from one or several propositions and logical judgments, a new propositions is the conclusion or consequence, which logically follows from these premises.   All of these moments, steps, stages, phases and processes of cognition move in the direction from the subject to the object being tested in reality and arrive through the testing at relative truth.  In sum, research begins with sense data, then moves to a problem statement, review of existing literature, establishment of a theoretical framework, and finally the construction of an appropriate research design. 


The general, universal connection and interaction of phenomena and processes must find its reflection in the interconnection of human concepts.  The scientific concepts or system of concepts formed by researchers in the process of cognition is merely a mental reflection, a thought reproduction of the object of study as it expresses itself in reality translated into symbolic forms of thought.  The natural world represents objective reality in all of its manifestations; this is a world that exists independently of the minds of men and women.  Therefore, a researcher must lead from abstract definition by way of logical reasoning to the mental reproduction of the concrete conditions, and, thus, to consciousness. 


Knowledge is not inherited in any biological sense, but it is passed on from generation to another via education preserving mediums and institution.   Without concepts, humans cannot express in language their sensory experiences.  This is why there is no such thing as pure sensory contemplation.  In humans it is always permeated with thought.  Nor is there any such thing as pure thought, since the latter is always connected with sensory material, even if only in the form of images and signs. Therefore, the logical process of thought moves from definitions of the properties of the object, summing up of previous knowledge, formation of scientific concepts, and transition from one previously attained set of knowledge to another series of inferences.


Scientific knowledge is researched, tested, rejected, verified, and logically summarized.  Therefore, we must now isolate and extract the rational kernel---the most practically useful aspects---of European positivist research methods that dominate the study of physical and social phenomena in the world today.  As with any process (according to KMTic cross-parallel process logic), there are some positive aspects, as well as some negative aspects.  Those aspects are in union, but also are in battle.  Here we assess the positive contributions of elements of the scientific research process to the social sciences.  The negative aspect will be discussed later.  This section moves from conceptual fragments of reality, facts, empirical data, variables [CV=construct variable, IVV=intervening variable, DV=dependent variable, IDV=independent variable, C2V=continious variable, D2V=descrete variable], conceptualization, operational definitions, hypotheses, models, paradigms, theories [Q1=qualitiative, Q2=quantitiative form] to theoretical frameworks.


SECTION 3---PRESERVATION OF

RATIONAL KERNAL OF MODERN SCIENTIFIC RESEARCH

(Logical Thought to Theoretical Frameworks)


Conceptual Fragments of Measurable Reality

Objective realities unfold in history.  Research must capture these processes in their entirety and thus become a reflection of this objective reality.  If this is accomplished successfully, the essence of the subject matter will be mentally modeled and, therefore, reproduced as in a mirror.  All scientific methods of research are mere practical abstractions, summed up into a means of achieving a scientifically verifiable theory.  Theory is summarized practice, whatever their forms or content.  Method is the step by step, systematic procedures of arriving at that theory.  If the theory is scientifically substantiated, the method has to be scientifically valid, reliable, and repeatable.  The primary process-oriented method of ancient Africans in KMT (Egypt) was to see all research problems as processes that were unfolding in time and space. As a result, objective conditions must be precisely studied, calculated, weighed, and measured in order to isolate the problem statement. 


The goal of scientific research, therefore, is to provide an exhaustive knowledge of the world---truth.  Truth is knowledge that accurately corresponds to objective reality.  Delusion is knowledge that does not correspond to reality.  There is a content of knowledge that does not depend on human beings, for it is determined by the external world, which exists independently of one' s ability to measure.  


There are also partial correspondences of knowledge to reality, a knowledge that will be specified in the course of further cognition.   The goal therefore of a scientific research project is full correspondence of knowledge to reality, an exhaustive knowledge of the specific object under study, separating and synthesizing the elements, tendencies, connections, and processes as to arrive a resolution to one's initial problem statement.


Every science makes use of certain general concepts (categories); for example, the concepts of sense data, facts, empirical data, variables, constructs, conceptualization, deduction, induction, operational definition, and hypothesis.  In the specialized sciences we also have to do with concepts whose content is restricted to the given sphere of research.  No scientist, whether she/he is a naturalist, historian, economist, or literary scholar, can do without summarizing the historical experiences of humanity's investigation of the world.  Scientifically documented historical experiences are the accurate raw materials  of modern thought. Therefore, abstract concepts are no substitute for studying specific processes.


Definitions operate within a very narrow range.  On the one hand, a definition is limited to acknowledging what is recognized as obvious or not in need of special clarification or reduction to something which is even more known and obvious.  On the other hand, the realm within which definition is useful is limited to that which still has not been sufficiently studied and understood. .  Each race, gender/sex, culture, and generation looks at the world through its own complex hierarchically organized historical prism, using technological sensory enhancements, systems of thought, and socialized intellectual coordinates peculiar to it.  In this way, all humans use facts as the fundamental building blocks of scientific research.


This thesis is important, especially in light of the emerging struggle for the African mind, led by the idealist and positivist/mysticism aspect of the Afrocentric movement.  Today and at least for 500 years, White culture, classes, and the male sex/gender have ruled not only the Black world, but also has ruled the ideas, the actual manifestations of thought, that Blacks have been allowed to think and act upon.  These ideas have been digested as fragments.  The task is to assess these fragments of reality and logically preserve their valuable aspects and discard their useless aspect, starting with "facts."


Facts


Facts are practically verified sense data conceptually organized in the form events, phenomena, or fragments of reality, verified as truths.  Facts refer to something that has happened in realty and has been recorded---the knowledge of the reality of the thing.  The elementary yet concrete building blocks for conceptualizing objective reality, facts are part of the empirical world of hard, concrete, observable phenomena that are uncontaminated by subjectively, illusions, speculation, and misconception.  They are founded on systematic description and classification of elements of a thing, object, phenomena or process. 

A fact is inseparable from the language it is expressed in and, consequently, form the terms in which the concepts are formulated.  Therefore, a fact is a verifiable truth, reflected in the human consciousness and translated into a definite theoretical language.  Systematically organized facts are the raw materials of empirical data.


Empirical Data


Empirical data are a series of systematically organized facts founded on factual evidence or information that one gathers carefully according to rules or procedures.  Empirical data is gathered by specialized techniques, and used to observe and indirectly measure processes in the world and to support or reject hypotheses.   This data can be qualitative and/or quantitative, documented with facts from which general inferences may ultimately be drawn.  Empirical data can be summarized and organized in the form of variables, constructs, and operational definitions. 


Variables


Variables are concepts, founded on a series of facts, reflective of sense and empirical data, and organized to show that their properties vary.   A variable is an entity or factor or characteristic that can assume several values along a continuum or can represents two or more classifications or categories, often qualitatively different.  A continuous variable is one that typically comprises numbers that have been assigned to objects along a scale from high to low, with many gradations of intensity or amount (i.e., time, space dimensions, weight, height, distance, test scores). 

A discrete variable consists of two or more categories to which objects or individuals have been assigned: sex/gender, marital status, employment, ethnic identity, culture, class, race, generation.  Variables are classified into basic types, depending on their location in a causal relationship: CV=construct variable, IVV=intervening variable, DV=dependent variable, IDV=independent variable, C2V=continious variable, and D2V=descrete variable.  The causal variable, or the one that identifies forces or conditions that act on something else, is the independent variable. 


The variable that is the effect or is the result or outcome of another variable is the dependent variable.   Variables can be used to form conceptual constructs.


Construct Conceptionalization


Construct conceptualizations include sense data, facts, empirical data, variables, and various concepts that precisely define the object, behavior, or phenomena that is related to the theoretical research problem at hand.  It specifies the precise meaning, definition, and means of testing the concepts and variables to be studied.  


Constructs use inductive and deductive techniques of data and information reduction in order to summarize factual propositions.  Deduction denotes any conclusion in general, or in a more specific and generally accepted sense, authentic proof or an inferred conclusion from one or several earlier premises.  A far-reaching generalized conclusion, an interpretation drawn from general to particular, deduction absorbs all of the valuable elements of the preceding conclusions of science, molding the vast experience of human consciousness into strict conformity with new conclusions.  


Induction denotes any conclusion in specific drawn from and reflective of an assessment of a sampling of the whole.  These are logical assessments of a sample of facts from particular representative cases and allow conclusions to be drawn from the whole.  Constructs are conclusions concerning a whole based on a few elements of that whole, showing the given features of the singular that are possessed by the larger population of the whole.  From construct conceptualization, the basis is laid in thought for the material operationalization of factual reality in such a way as a means for testing.   


Operational Definition


Operationalization is founded on sense data, facts, empirical data, variables, constructs, and inductive and deductive logic summarized to form a working, practical, testable, and living operational definition. Operational definitions are the translation of an abstract concept into something which can be empirically or qualitatively documented.  For example, the KMTic symbols that can transform an African architect's abstract plans and diagrams into the Khufu (Giza) pyramid must first be transformed from abstract summations of material reality into models of reality and then later into the reality conceptualized on paper.   An operational definition therefore establishes some form of objective procedures or measure that will yield a quantitative numerical designation, or qualitative essence of a variable or process. 


Operational definitions clarify how variables will be measured, who will be observed, and for what purpose in the particular study.  Operational definitions afford the opportunity for replication of the work using the same systematic or scientific procedures and instrument so that an equivalent basis is provided for a meaningful comparison of data across studies.  The definition creates an apparatus that ensures the highest standard of precision of measurement and observation possible so that the study can be repeated.  This operational definition is essential because obtaining reliable results mostly requires a mass of data allowing for statistical processing, which eliminates the influence of chance occurrences and disturbances.   Hypotheses allow researchers to test operationally defined aspects of reality.


Hypotheses


Concrete operational hypotheses form out of concrete operational definitions unified to form conjectural relationships between two or more operational variables.  Scientific research consists of hypotheses without which science could not develop and which in the course of experimental and practical testing are rejected or else corrected, cleansed of error, and are raised to the level of theories.  Hypotheses are based on a series of validated facts from which we infer the existence of an object or the relations or cause of phenomena without actual proof. 


A hypothesis is a declarative statement of a relationship between two variables often reformulated from a corresponding research question in such a manner as to test its validity.  The formulation of a hypothesis on the basis of definite facts calls for verification through testing.  It must agree or at least be compatible with all pertinent facts, evaluated on the basis of such comparison by a rather complex and step-by-step procedure, as only a long testing of a hypothesis can lead either to its adoption or its rejection.


Hypotheses can be operational definitions in which indicators have been stated for the concepts so that it is interpreted empirically and the procedures for testing it by observations are known.  The substantiation and proof of a hypothetical statement presupposes a search for new facts, the devising of experiments and analysis of any previous results that have been obtained.  Simplicity, clarity, and precision are important in choosing hypotheses.   Models can be used to test hypothesis.


Models


Abstract models form out of hypothetical replicas of relationships between concepts.   Here we mean the reproduction of objects' characteristics in their analog, specifically constructed for their study.  A model is a representation, a reproduction, a reflection, a replica of a complex phenomenon typically presented in diagram, circles, rectangles, lines, arrows, squares, algorithms, numbers, flow charts, process figures, and other geometric figures. 


The principal merits of this type of models are their universality, convenient use, quick and cheap research.  There must be some analogy between the model and the object that evokes the researcher's interests.  It may be expressed either in the similarity of the physical properties of the model and the object or in the identical mathematical description of the behavior of the object and the model.  In each concrete case the model may perform its role if the degree of is correspondence to the object is defined strictly enough.  Today, modeling is in wide use in computers and electronic simulation devices.  Models serve as a basis for paradigms.


Paradigms


Paradigms are a series of conceptual models, systematically organized to form a system of thought.  A logical method of conceptual synthesis making it possible to distinguish, find or build some object, formulate the significance of the newly introduced term or specify the significance of a term existing in science.  Paradigms are not only basic orientations toward theory-building, but they can become whole systems of scientific thought because they set up procedural diagrams indicating steps that need to be followed in completing a task or in reaching a particular goal.  Paradigms are the conceptual organizing mechanisms for theories.


Theories


Theories are a series of paradigms, based on tested and proven hypotheses, systematically organized, and logically presented.  In every field of science the process of accumulated facts sooner or later leads to the creation of a theory as a system of knowledge, and this is a sure sign that the given field of knowledge is coming of age.  Summarized practice is theory.   Theory is not something absolute; it is a relatively complete system of knowledge that changes in the course of its development.  A theory is improved by adding to it new facts and the concepts that express them.   


Theories are systems of generalized authentic knowledge that gives an integral picture of the regularities and essential ties of reality.  Theory reflects and reproduces the reality in mathematical or quantitative terms. Social theory is a system of interconnected abstractions that reflect faithfully as if by way of a mirror, condenses and organizes these factual practical summaries.  Theoretical construction arises from generalizations of previous knowledge, including that which is obtained through observation surveys, meditation, experiment, and already documented facts. 


Sociohistorical theories are determined by the historical conditions in which they originate and by the historically given level of education, technology, experimental apparatus, science, and methodologies.  Theories adapted to different forms of social reality ultimately become theoretical frames of reference for researchers. 


Theoretical Framework


Theoretical frameworks are a series of proven hypotheses, models, paradigms, and theories organized to form a theoretical guide to action.  Theoretical frameworks are a sequence of theoretical propositions, founded on scientifically tested sense data, connected through common concepts, and organized to serve as a frame of reference, a series of guiding principles for the research design.  Theoretical frameworks serve as the foundation, the context, the guide to action, and the theoretical boundaries and conditions under which the study will be conducted.  Scientists can never totally comprehend, mirror, reflect, reproduce, replicate nature as a whole in its completeness; they can only come closer eternally to this by creating conceptions, judgments, inferences, laws, and finally a relative scientific picture of the world. 


The theoretical framework establishes the guiding principles that allow the study to be conducted in conformity with a set of tried and tested theoretical and methodological principles worked out beforehand and ensuring replication, validity, reliability, and control of the study.    Theories need method for systematic verification of test results.  The step-by-step procedural system of arriving at theoretical conclusion is organized in the methods of research or the research design


Research Objectives


Research must construct, as a foundation for her ideological superstructure, the material, real, living conditions that laid the foundation for the ideas of men and women.  There must be no skipping around, arbitrarily selecting history out of sequence to verify modern arguments. Order and practical factual sequencing of evidence are paramount. 


Scientific researchers must necessarily examine intimately what African/Europeans were doing in the 14th, 15th, 16th centuries: What were their environmental conditions? What were their natural resources?  What were their basic economic needs and how did they meet them?  What were their raw materials; what were their technical capabilities?  What stage of development were their societies?  What relationships did different sex/genders, ethnic groups, races, classes, generations, and cultures have.  In short, what were the real tangible conditions of existence for these people?  To get a the essence of White behavior or Black behavior for that matter, what is this but to draw up the real, profane history of men and women in every century and to present in sequence these humans as temporary creators of their own history---as opposed to evil spirits, pseudo-psychological mysteries.  


If one traces the material flow of history as opposed to the ideological reflection of that flow one, even through the numerous zigzags, arrives at the actual natural genesis, growth, development, and maturation of the real-life process.  In sum, it would be more scientifically accurate and reproducible to follow the material practice in history and sum that up in theory, as opposed to eclectically following subjectively selected ideas, concepts, thoughts, beliefs, opinions and then picking the practices in history that fit the subjective idea.  This is science standing on its head.   Subjective selection of ideology as opposed to tracing the actual material flow of historical conditions that produce the ideas is an acute methodological error that most of the African-centered movement is making today. 


No doubt, the binary system of comparison and contrast is initially useful for the purpose of general outlines.  However, there are specific internal opposites within each opposite which in complementary struggle drive the one external opposite against the other external opposite.  In sum, the entire White race could not do what it does to the black race if the black race could stop it.  KMTic KA is the vital force of nature; it has two vital aspects, each opposing the other, twin opposites, in mortal battle whose result is ultimate higher balance or complementary energy.  There is a fight.  There are winners in history and there are losers.  Concrete, factual, chronological, and logical study of history shows that African, Asians, Arabs, Chechimecans, Europeans and all other populations of the world have fought/complimented each other for thousands of years.  Conflict has been necessary as well as complementariness---at a certain stage in the development of the unity, twinness, integration, and cross-paralleled struggle of opposites. 


The internal force of justice determines injustice's life.  Sure, the White population (and also Arabs and Jews) have significant psychological, cultural, social, and moral problems consistent with having such an easy 500 years of forcefully winning the world even though their goal has been unjust.  They had a will toward injustice and the military force and scientific techniques to achieve this will.   Africans merely have not learned and practically internalized the material and spiritual lessons of history that Vietnamese and other Asians have left in the historical record.  Having been defeated over and over again so thoroughly in defense of justice, Africans must begin to scientifically research their own internal shortcoming-first.  What is keeping them from fighting with the same will, force and fury for themselves as they do for others?  This is the internal question that results in independent self-motion.  External forces (i.e., White violence and enslavement) does not determine the inner will and material workings of internal forces within the African soul.  Decisions are made.  Excuses are discarded. 


Based on summarized history, it is materially evident that injustice in the world has prevailed because justice has not been materially able to end the injustice.   Material force and a will toward injustice have met a lack of material force and a unanimous will toward justice.   Clearly, Whites and Arabs have prevailed primarily because they have done the necessary life and death things required for their temporary world supremacy.   Asians are catching up, however, because they understand and are implementing the ingredients for success: science, uncompromising will, goal single-mindedness, unity, protracted mission orientation, and quiet victory at all costs.   Disarming oneself of material weapons, and a material body for that matter, and standing in front of someone who has material weapons and a will to use them is suicidal, regardless of the after the fact claims of spirituality. 


The mystics spend their time and energy on abstractions, which are outside of the actual concrete flow of history.  They spend too much time criticizing the science and materialism that feeds, clothes, shelters, heals, educates, transports, the masses of people around the world instead of teaching the next African generation of children how to use science and will for justice (even if one has to fight to one's death with real weapons) as opposed to injustice.  This is suicidal in a period of massive White militia and nazi material development.  Africans must not be confused into criticizing the science that determines the quality and quantity of food, clothing, shelter, transportation, mass communication, and medical care that they purchase, with how the White race has used science to enslave and conquer the peoples of the world, including Africans.       


Ideas do not drop from the sky.  The question should be: What material condition fortified the will in Whites to use science for whatever purpose in benefit of White civilization?  What material conditions was ancient KMT bequeathed that allowed for its 6000 years of developing science and spirit in benefit of African civilization.  How can those conditions be replicated as to ignite the spirit of Africans today?  Even with its internal deficiency (of not defining why "just" Africans allow "unjust" Europeans to destroy so much and so many in so little time without mounting the necessary equal and opposite real-world, mission-oriented process to win); Yurugu is the most comprehensive African-centered critique of selected European ideology that serves as a foundation for understanding White supremacy ever written.   It is a beginning, but it must be stood on its feet.   Dr. Ani defines the Asili as "the White race that lacks spirit and thus seeks power to fill the void."  This is a very important conceptualization of half of the problem facing the Black race and the world---the external aspect.  Objectively, however, in science and in nature, external aspects are not the catalysts for the internal driving forces of the internal aspect.    Using Dr. Ani's conceptualization, Africans, therefore, must be the anti-Asili, because, due to a lack of power, even their best minds seek empty spirits to fill the void.  Material force and spiritual force must be met with material force and spiritual force; not material force and spiritual force toward injustice meeting spirits alone. 


Asians and the part of the nonwhite world that are making progress against their oppressors fully understand this elementary fact. 



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Research Planning

Research design plan is perhaps the most crucial step in the research process.  Without a precisely designed plan one cannot ascertain the financial and moral support needed to proceed with a research project.  Therefore it is unwise to fall to sufficiently cover any aspect of the propose research.  

Plan also provides the researcher with a "blueprint" by that to carry out the project.   more thorough the plan, the easier it will be to implement the plan.  It one leaves questions unresolved or fails to identify details concerning the research project, it will require a extraordinary amount of time to resolve such questions or to address new concepts.


Such difficulties, encountered after the project has begun, may alter the nature of the research and distort the original intent.  It would be extremely complex to twist the project back to what was originally proposed to the funding agency. Just as it is important to be explicit in one's explanation of each aspect of the plan, it is equally important to be meticulous about how each step of the research is carried out.  If it is all precisely defined in the plan, one need only follow the outline. 


As a guiding principle and chief operational philosophy, we see research methods and statistical analysis as an integrated process reflective of the Microsoft principle of "making the complex simple and digestible to the common man and woman" as to place research and statistics within the reach of every university student. 


With a system of procedural guides, computational guides, research design templates, flow charts and process diagrams, SPSS 16.0 procedural steps, and an integrative approach that moves from simplest to more complex, we intend to unfold the research and statistical analysis process as a computerized process. Objective realities, though complex, unfold in history and are recorded and empiricized as factual data, i.e., quantitative and qualitative code.  Social scientists capture these processes in their entirety or in snapshot sample form, and thus reflect this objective reality as it unfolds over time in the scientific record via the modus operandi of rigorous individual research studies.  Social science, therefore, provides an aggregated and somewhat fragmentary knowledge of the behavior of social phenomena that sometimes accurately corresponds to objective reality.  Given that the complexity of knowledge often rises above elementary human intuition, and exists independent of human descriptive observation, it must be studied systematically using theoretical and methodological procedures reflective of quantitatively and qualitatively synthesized reality. 


With modern advances in computerized systems, IT, and smart software, we believe that systems of research can now interactively bridge the gap between what is and what can be ascertained through scientific study and thus ultimately result in full correspondence of knowledge to reality, and an exhaustive knowledge of the specific object under study, separating and synthesizing the elements, tendencies, connections, and processes as to arrive a resolution to an initial problem statement.   This is essentially a new moment in history and we intend to seize it.


APPROACH


In a systematic process, we isolate and define: (1) research problem/conceptualization, (2) data type, (3) specific research question(s), (4) data matrix, (5) analysis/analyses type, (6) formula/equations, (7) selection of appropriate procedure, (8) application of the procedure (number-crunching), (9) replication in SPSS computerized applications, and finally (10) the interpretation of output. 

While the emphasis here is not mere mathematical calculations, students should be exposed to the mathematical foundations of the statistical concepts covered and should be required to complete some calculations with and without the aid of a computer. Generally, students should exit with a fundamental knowledge of the integrative use of research methods and statistics, their underlying mathematical properties and their related computer applications. Equally important is their knowing how and when to use statistics to solve sociological research problems.  This stresses both the conceptual and procedural knowledge (computational algorithms) of statistics and the link between them and computerized applications such as SPSS 16.0.


This process will be detailed using diagrams, figures, process charts, templates, tables, and computerized flow charts and algorithms. The careful, meticulous, attention to detail at the theoretical stage of statistical analysis provides the foundation for proper us of SPSS 16.0 computerized procedures. In sum, this theme of presenting the statistical research methodology as an unfolding process is centered on lab assignments and a thoroughly prepared lab journal.      

Problem

Introduction

Background of the problem

Statement of the problem situation

Purpose of the study - include practical outcomes of products

Questions to be answered or objectives to be investigated

Conceptual or substantive assumptions

Rationale and theoretical framework

Delineation of the research problem (explain relationship between variables

Statement of hypothesis

Importance of the study

Definition of terms (conceptual - operational definitions appear in methodology phase)

Scope and delimitation's of the study

Outline of the remainder of the thesis or proposal


Choice of a Research Design

The type of problem to be researched helps determine which research design is the best to use.  For example, if the problem deals with something historical, documentary or historiography research designs would be appropriate; if one wants to study the behavior of children in a classroom setting, a field research design would be used.  Selection of a research design depends on the nature of the object under study and the theoretical premises of the study.  The latter is formulated in advance in the shape of a study proposal, schedule, and a plan that organizes the aims, problem statement, literature review, theoretical framework, research design, methods, form analysis, quantitative and qualitative means of assessment, and form of presentation of findings.  Method is the systematic means of achieving an aim, a definite structure to ordering research techniques, a step-by-step plan of action.


No scientific or theoretical problem or challenging empirical question can be solved without the use of a definite method.  The substance of method largely depends on the nature of the objects or phenomena being considered.  Methods, the backbone of research designs, achieve this by gathering single facts and accumulating primary data for the purpose of answering selected research questions based on a certain theoretical view.   Direct observation, questionnaire instruments, and analysis of document or experimental inquiry gather facts.  For any research design, the primary objective is to assure that the facts are investigated as accurately as possible and that they actually form, each with regard to the other, different moments of an evolutionary process. 


It is only after the material has been gathered in all qualities and quantities, the different forms of development have been analyzed, summarized and synthesizes, and the internal relationships have been understood can the objective material flow of the process be systematically described in detail.  If this method of study is applied accurately, the essentials of the subject matter can be reproduced in abstraction---in words and symbols.



In some instances there is not one particular research design that addresses all the dimensions of the research problem.  In such cases research designs can be combined to better address the problem.

Selection of a research design depends on the nature of the object under study and the theoretical premises of the study.  The latter is formulated in advance in the shape of a study proposal, schedule, and a plan that organizes the aims, problem statement, literature review, theoretical framework, research design, methods, form analysis, quantitative and qualitative means of assessment, and form of presentation of findings.  Method is the systematic means of achieving an aim, a definite structure to ordering research techniques, a step-by-step plan of action.


No scientific or theoretical problem or challenging empirical question can be solved without the use of a definite method.  The substance of method largely depends on the nature of the objects or phenomena being considered.  Methods, the backbone of research designs, achieve this by gathering single facts and accumulating primary data for the purpose of answering selected research questions based on a certain theoretical view.   Direct observation, questionnaire instruments, and analysis of document or experimental inquiry gather facts.  For any research design, the primary objective is to assure that the facts are investigated as accurately as possible and that they actually form, each with regard to the other, different moments of an evolutionary process. 


It is only after the material has been gathered in all qualities and quantities, the different forms of development have been analyzed, summarized and synthesizes, and the internal relationships have been understood can the objective material flow of the process be systematically described in detail.  If this method of study is applied accurately, the essentials of the subject matter can be reproduced in abstraction---in words and symbols.


Therefore, fundamental stages in the research process must be outlined as a basis for using Research designs to solve research problems.  The process is listed below. 

  • § Problem Statement
  • § Establish precise problem statement; opposite of problem is solution
  • § Draft, short, precise statement of the problem
  • § Define and clarify concepts
  • § Establish problem study guidelines, detailing length, scope, content
  • § Specify significance of the problem
  • § Develop Feasibility Checklist
  • § Establish Draft Project Timeline
  • § Draft Research Project Plan/Proposal
  • § Draft project flow chart to include:
  • § Estimate time
  • § Budget
  • § Conditions
  • § Scope
  • § Literature Review
  • § Systematically review literature documenting problem statement; critically analyze class, sex/gender, culture, race, and generation bias
  • § Establish chronological, historical, and logical order to Literature Review Summaries
  • § Theoretical Framework
  • § Establish theoretical framework; if there are none, develop one based on fundamentals
  • § Document the relationship of the problem to a scientific, African-centered theoretical framework
  • § Establish chronological, historical, and logical order to theoretical criticisms
  • § Contrast problem to previous research, and theories; critically analyze class, sex/gender, culture, race, and generation bias
  • § Quantitative and Qualitative Context
  • § Establish the quantitative (Q1) and qualitative (Q2) dimensions of the problem statement
  • § Operationalize Theoretical Framework
  • § Operationalize theoretical concepts; prepare for precise operational definitions of relationships
  • § Detail alternate hypotheses considered feasible within the framework of the theory
  • § Hypothesis
  • § Precisely, and briefly draft the hypotheses selected for test, discussion, logical summation, or explanation
  • § (If necessary, the null and alternate hypothesis should be drafted.)
  • § Describe the significance of test hypotheses, what the hypotheses are designed to test, and how class, sex/gender, culture, race and generation bias are controlled
  • § If there are independent and dependent variables, designate their roles, tasks, and means of control and measurement
  • § Research Design
  • § Type of Research Design (Maat)
  • § Maat Methods
  • § Techniques
  • § Operational Definitions
  • § Necessary Apparatus
  • § Staff, supplies, equipment
  • § Pilot study and pretests
  • § Drawing sample
  • § Preparing observational materials.
  • § Selection and training
  • § Organizational Plan
  • § Revising plans
  • § Collecting data
  • § Processing data
  • § Analysis of data
  • § Synthesis of data
  • § Process as a whole
  • § Prepare draft report
  • § Prepare final report
  • § Presentation of findings
 

Action diagram research

  1. Object is to provide readers with enough research to be able to act on the issue if they wanted to. 
  2. The context of the problem must be examined thoroughly because action research is based on present findings.
  3. Document in detail the intervention process because action research relies heavily on interpersonal relations.
  4. Remember to provide an orderly framework for problem solving your issue.
  5. Involve all groups what will be affected by the changes your research will propose.
  6. Use action research to address practical issues and concerns.
  7. Action research can be used to improve existing issue understandings or expose the world to new and future trends and issues.

Case study

  1. Object is to thoroughly and comprehensively study a unit of analysis (an individual, group, organization, community, event and/or process) to generate a complete well organized picture of that unit.
  2. Your research should focus on a specific unit with a specific context within it resides (also a specific time frame).
  3. Should produce results that result in a complete and well organized picture of that unit in that context and timeframe.
  4. It is often exploratory but can also be undertaken to describe or explain.
  5. It is used to reveal the meaning of various phenomena.
  6. Qualitative data collection techniques are most useful.

Content analysis research

  1. Object is to describe and explain events or processes in society via the study of communication.
  2. Data collected may contain errors because data collection agents are limited by their natural biases.
  3. Used to test preliminary ideas, hypothesis, or theories prior to a more thorough investigation.
  4. Attempt to draw inferences about the thoughts and feelings of communicators from the form of their messages.
  5. Create a system to record specific aspects of the body of material you are investigating.
  6. Although it is most often used for descriptive research, do not forget that content analysis can also play a big part in exploratory and explanatory research.
  7. If people do not know that their communications are being recorded, then the method is unobtrusive.

Documentary

  1.  Systematically describes historical and/or contemporary realities utilizing data collected/written by others.
  2. Be able to scrutinize and evaluate appropriate historical documentation because the historical individuals and institutions serving as your documentary base may contain errors.
  3. Requires advanced analytical, organizational and critical skills to accurately describe and accurately explain your secondary research.
  4. Documentary studies can draw upon any published documentation.
  5. Documentary research lays the foundation for more advanced research.
  6. The theoretical framework is especially important because your research is secondary research.

Ethnography

  1. Object is to systematically observe a group of individuals within their own setting for the purpose of understanding their way of life from their point of view.
  2. Used to gain an in-depth understanding of a phenomena or occurrences of everyday life.
  3. The Point of Data Reduction is the most critical point in your research.  Therefore, record everything and reduce data through codified conditions according to your research purpose.
  4. The ethical considerations are extremely important because you are observing a group not of your own.  Any adverse effects of the researchers' behavior will have an impact on current, ongoing, and future research.
  5. You must use multiple Multidisciplinary Research Methods & Techniques in order to properly evaluate the data.
  6. Conduct your research with the goal of proposing practical recommendations to address their concerns.

Evaluation

  1. Object is either to evaluate a program/ effort throughout the course of its lifecycle or to evaluate a program/efforts outcomes or impact after it ends.
  2. It measures the effectiveness of the program, policy, or way of doing something.
  3. Ensure your design is perfect in the beginning in order to prevent severe difficulties during the later course of your research.
  4. You must use multiple Multidisciplinary Research Methods & Techniques in order to properly evaluate the data.
  5. When analyzing the data, asses if the researchers objectives were met, how, why, when and by whom.
  6. Preserve all your notes taken during the evolution of your data design and collection, they will be helpful in developing methods for the analysis of your data. 
  7. It is very important to know exactly what kind of information you are seeking in order to be able to reasonably be able to collect it.

Experimental

  1. Object is to explain processes, behaviors, etc and to test specific hypotheses regarding possible causal relationships.
  2. There are numerous forms that experimental design can assume so know the varying factors of you research purpose, funding and phenomena in order to make an informed decision.
  3. Useful when research is driven by theories and tests.
  4. Clearly define the independent variables because they will be used to test the hypothesis of cause and effect. 
  5. The independent variables also require vigorous management when dealing with randomized experimental controls.
  6. The equal division of groups is the key component of experimental design, without it, one cannot ascertain and observe differences.

Field

  1. Object is to observe a group of individuals in their own setting for the purpose of observing human behavior.
  2. Conceptual model's relationships to the central elements that will be observed are key.
  3. Research team must be trained to properly use the data collection instruments according to your data collection design without bias.
  4. The Point of Data Reduction is the most critical point in your research.  Therefore, record everything and reduce data through codified conditions according to your research purpose.
  5. Gaining rapport with individuals or groups being studied is important, otherwise information will not be reliable.
  6. Researchers must behave ethically with the observed.
  7. Remember to abide by the Observation Studies Checklist.

Focus group

  1. Object is to determine the perceptions, feelings or thoughts of a population regarding products, services or other issues.
  2. The generation of new ideas is goal of focus group research.
  3. Questions and answers do not have to be formulated prior to the focus group session, but the moderator must be trained to guide the discussion.
  4. Also used to explore concepts and discover thinking patterns (market research).
  5. Data you gather can serve as a basis for further research so make sure it is sound.
  6. It is a preliminary research design rather than a conclusive on so you may want to explore untouched terrain.

Historical

  1. Systematically describes and reinterprets historical realities.
  2. Accurately recreate the past in order to use it as a basis of summary deductions and scientific inferences.
  3. A chronological ordering of facts will be very important because you are reprocessing the past.
  4. Historical research must depend more on the data observed than the investigator.
  5. You must include both primary and secondary data sources.
  6. One of the most critically important aspects of this research is the critical assessment of significant historical research.
  7. Researcher must look objectively because each class, gender, race culture, and generation look at the data differently and one must be able to examine each in a multidisciplinary manner. 

Policy

  1. Object is to either evaluate an existing policy or make policy recommendations to address a problem
  2. Effectively solving problems is the key to policy research, without it, no constructive policy will come form your research.
  3. Focus on taking actions toward the attainment of a goal.
  4. Map alternative approaches and specify any potential differences in the intention, effect and cost of various programs.
  5. Primary data sources are critical while secondary data sources will have to go through further evaluation in order to be accepted into your policy research.

Survey

  1. Object is to gather information from a population and draw inductive inferences form data.
  2. Data in this design may be beliefs, opinions, attitudes, events, occurrences or factual statements among the like.
  3. Information gathered can be used to understand a wide range of questions regarding social behavior.
  4. The most significant element of this method is the design and the development of the questionnaire.
  5. The success of the research hinges on how well the questions are presented and the answers represent the actual situations.
  6. Each variable discussed in the problem statement should be included in the questionnaire.
  7. Interviewers must be properly trained to interact with participants in order to obtain information without bias.
  8. Note that questionnaires can and should be tested for strengths and weaknesses.
                                                  Statistical Analysis


Measurement Model

Nominal: Different values indicate a variance in characteristic being measured.

Ordinal: different values indicate a variance in relative amount of characteristic being measured.

Interval: Equal intervals indicate equal variances i