Big Data Analytics Versus the Gut Check

Big Data Analytics Versus the Gut Check The term big data analytics at first blush appears to be the collection of large volumes of information to be analyzed. And while it is in part, it is more importantly an approach to understanding the relationship between factors affecting business. The gut check on the other hand is a less scientific method, often referred to as intuition or gut feeling it is a subconscious instinct tied to personal feelings of ethics and beliefs. © Shutterstock.com | Rawpixel.comIn this article we will look at 1) big data analytics in really simple terms, 2) what is gut check, 3) big data analytics systems, 4) 6 main limitations of big data, 5) gut check limitations in marketing, 6) analytics win over gut check in surveys, and 7) the future of marketing: a marriage between big analytics and the gut check.BIG DATA ANALYTICS IN REALLY SIMPLE TERMSBig data is the collection of large amounts of structured data which is information in a fixed field like a spreadsheet and unstructured data, which is, according to webopedia.com,“information that doesnt reside in a traditional row-column database,” like word documents, emails and texts. The three aspects of big data or the three V’s that are used to characterize different aspects of the collected and stored information and used to help in the analysis.VarietyData is disorganized, as the sources tend to be diverse and plenty. Different browsers send different data and with huma n input, there is always error and inconsistencies needing to be arranged.Volume Being able to process large amounts of data is what makes data analytics such an important tool of business. All companies collect data, yet stored data is of little use if not processed and analyzed. This is where data warehousing and processing databases come into play. Software such as Apache Hadoop, gives access to data analysis to all types of companies because of its unlimited capabilities.VelocityData flow is constantly increasing and it is to the companies’ benefit to gather and use the steady and fast moving flow of information to their advantage. With technology being the way it is now, companies can stream data into warehouses and process in larger batches when ready, thus taking the process quickly from input to making critical decisions.WHAT IS GUT CHECK?The idea of gut check refers to a subconscious instinct developed by our social interaction and cultural influences. This unconscious de cision-making process is quick and quite hard-wired and has been vital to our survival as humans. Since gut check includes a heightened perception of cues from our environment and it is important to also possess an inherent ability to interpret those cues to our benefit. According to an article on this topic, “In our dealings with other people instincts are important. Our social skills have been wired into our subconscious. However when it comes to our interface with technology, then instinct must be learnt and grounded in experience to be of greatest value.”BIG DATA ANALYTICS SYSTEMSPredictive analyticsThis branch of data mining is focused on the future in terms of probabilities and trends. The predictor, central nerve of this model, is a variable, which is usually measured on a number of different levels. Multiple variables are combined into models to somewhat accurately predict future possibilities and behaviors. Once the predictive models are made, they are further validated and at times revised to incorporate new information. Softwareadvice.com has a comparative list of the top ten predictive analytics software and reviews for each.Data Mining Data mining is focused on identifying relationships and patterns that have not previously been recognized. The steps involved in this process include association, sequencing, classifying, clustering and forecasting. This method is used in many areas of research including marketing to pin point behavior patterns of consumers.Data visualization softwareData visualization software is a technology used to classify data in a format that allows users to be able to better understand it and put it to use in their business. Unrecognized relationships and trends are easier to spot with this software and methods of visualization include anything from the basic spreadsheets to infographics and heat maps. These days data visualization technology is usually embedded into business intelligence software to enable users to inter act, change or analyze information with more ease and clarity.Statistical analysisStatistical analysis is the collection and careful observation of all data samples to identify trends and find patterns. The process is broken down into 5 steps:Describe the nature of the data to be analyzed.Explore how the data relates to the demographicCreate a model (grouping documentation) that summarizes the relationship between the data and the population.Validate the modelRun predictive analysis to help guide future decisions and actions.Text analyticsAlso known as text mining, this method of analytics is focused on recovering information from unstructured data, turning them into numerical values and linking them with structured data. This helps firms to gather valuable business information that gives insight into customer sentiment, emotion and relevance, nuances often missed by statistical machines techniques. Text analytics technology is still relatively new and developing, so results of anal ysis tend to vary depending on the vendor.6 MAIN LIMITATIONS OF BIG DATA1. Big Data measurements could be considered InvasiveWhile Taylorism was focused on gathering data through scientific processes to ensure economic efficiency and labour productive workforces, today’s research goes deeper and into more personal areas. Data mining focuses on finding every bit of information that has to do with customer satisfaction, behavior, thought processes and day-to-day behavior. Though this customer focus makes for better products and interaction between companies and their target market, the constant invasion into people’s personal space and motivations can be construed as a “ Big Brother” type of movement.2. Big data lacks social factors that make us innately humanDatafying is a term used to explain how information is put into a format so it can be analyzed and categorized. An example shared by  a new republic.com article, is of the way “Twitter enabled the datafication of senti ment by creating an easy way for people to record and share their stray thoughts, which had previously been lost to the winds of time.”  So in essence big data does not have the capacity to truly capture human social graces and true human emotion, it simply allows thoughts to be shared.3. Creates smaller worldTechnology allows for connection to other people’s emotions, opinions and thoughts that are not necessarily the same as ours. With big data analytics and other categorizing data technology, we are being lumped into groups based on our online preferences and behaviors. With this sort of categorization we are constantly inundated with images and advertising tailored to our tastes, which keeps us stuck in our “own little worlds,” so to speak. The new republican article reports that it is called the  â€œfilter bubble,” a general avoidance or falling of the public sphere to allow for focus on individualized news feeds and interests.4. More informed not wiserWith the real time flow and update of data, we are being fed more and more information. This keeps us more educated on many different topics, but not necessarily wiser about much of the same topics. To develop wisdom takes time and patience, not the drive through knowledge update system that big data and other information flow systems promote. Smart organizations move with constant feedback and data, but wise organizations take time to notice long standing patterns and use them to benefit themselves and  their customers.5. Eliminates ambiguity therefore creating a sense of being too obviousAs in life mystery and the unknown can add an element of challenge and growth to a company. By treading the murky waters of the ambiguous, businesses develop innovative skills and learn how to handle unpredictable circumstances. With big data analysis, businesses can forecast and track patterns and trends, but it all becomes one expected plan or trend after another, with very little room for the things yet to be discovered or experienced.6. Does not come up with new ideasBig data analytics does help with solving problems and coming up with solutions. But in terms of creativity it is sorely lacking. Only human ingenuity can truly create and innovate and bring new ideas to the market. So while big data does give us many advantages, it does not provide genius new ideas for the company or the marketer to bring to the consumers. GUT CHECK LIMITATIONS IN MARKETINGSteve Jobs once said, “you have to trust your gut, your destiny” And just like big data is scientific, gut feeling is human and intuitive. However, it does come with its own set of limitations that should be considered as well.Lack of Impulse ControlWorking from your gut with little or no scientific and precise data and little impulse control could be a disaster. While intuition is great, reality based testing is needed to ensure the decisions a company or its marketers make are sound and good for business.Non-scientific Methodol ogyWhen making crucial business decisions, the majority of leaders of industry describe their decision making approach as empirical or data based. Using intuition or the gut check then without scientific backing is unorthodox but not unheard of. Economic Intelligence Unit carried out a survey of 175 organizations which found that most executives question information that contradicts their intuition, even though they understand the danger of trusting their gut.Bounded RationalityBounded rationality defines the limits in our understanding. As humans we are unable to rationalize things we do not comprehend and as such, we are bounded by what we can rationalize. This is when our gut instincts kick in and if we are not thorough and using some scientific data to back the feeling, we could fall into the trap of relying too heavily on our gut and not trying to learn and seek deeper understanding. This is especially useful when doing market research and learning about behaviors of consumers that do not match the realms of our own rationality.Cognitive DissonanceWhen there is a conflicting belief in our minds, we adjust to encourage harmony. The foreseeable problem with this psychological need for cognitive consistency is we may distort the facts to match our instincts if we are not basing our decisions on data and science. This can be detrimental to a business and any proposed marketing campaign.ANALYTICS WIN OVER GUT CHECK IN SURVEYSDespite personal beliefs and gut instincts it always makes for better business decision making to find information, interpret and use it correctly. In 2012 a number of surveys of thousands of companies were conducted to find out what gave certain businesses the competitive edge. It turns out the use of data analytics was the main tool to gain this advantage.Analytics Define business success over instinctsCompanies around the world that are making billions of dollars are using data analytic insights to develop operations, products and servi ces.  And based on surveys it appears these companies are twice as likely to experience top financial performance, cutting edge decision making and come to those decisions faster.Helps with the improvement of information and therefore better performanceThere is  a direct link between increased performance and the use of data analytic strategies. These top performers were not only getting the right data, they were also managing the amounts and understanding how to apply the information to the improvement of their business.The use of big data analytics in market research improves product launch and innovationFinally and just as prominent for businesses is the use of data analytics to increase product success rate. The research claims, that companies that use an idea to launch process along with advanced market research, experience three times the success their competitors have when launching new products and innovative ideas.FUTURE OF MARKETING: A MARRIAGE BETWEEN BIG DATA ANALYTICS AND THE GUT CHECKSo far we have seen that data analytics work to give business the competitive advantage, but have some limitations that need to be filled in by human intuition. When combined to balance each other, the best results will be measurable and obvious in the company’s performance and product launch success rate, among other things.Companies need to do the research, gather and analyze the data so they are prepared to fully follow and prove or disprove a gut feeling. And keeping the gut check in check with scientific analysis of the tremendous amounts of data available to each business is the ideal balance for success.Human Input helps Data AnalysisSimply put, machines are great at reducing errors and creating figures, but when it comes to getting the right kind of information, businesses and especially marketers will have to rely on human input to help them determine what customers need, what data should be used and what should be dismissed.Leveraging big data depends on use of Information from all relevant sourcesTop performing companies that manage the information streaming in to their data warehouses use all the available sources to get the best vantage point. Analytic specialists can provide vital information about the numbers but production workers can also provide information that would not be otherwise accessible by company executives. A wise marketing team will recruit information from every possible source and use it all to ensure the company is performing at the highest level.Balance the limits of Big data and instincts Without human assistance machines would be useless, and inversely without the scientific methodology behind big data analytics people would have to rely on their feelings whether wrong or right. By leveraging the two, companies could out perform the competition that depended solely on one or the other and double or triple their profit over time. The ideal market research and information management plan should be to blend b ig data analytics with the gut check and allow hypotheses to be proven or disproven, while allowing intuition to be the innovative force it can be.

The Teaching Philosophy of Exceptional Children - 1379 Words

The teaching philosophy of exceptional children: My teaching career has been spent learning how to provide appropriate support, guidance, patience, understanding, as well as to enhance academic growth success, for all students. My purpose as a teacher is to enrich and inspire the lives of young students with moderate/intensive needs by providing access to information instead of functioning as the primary source of information for students to flourish. My teaching methods will be to create an environment ripe with opportunities for discovery and exploration which will allow all students to learn at their own pace, generate questions and construct knowledge, while providing hands-on practice of skills in authentic situations as well†¦show more content†¦The educator can take a holistic approach to teaching and learning, and plan to cultivate all dimensions of the developing child such as moral, social-emotional, physical, creative, psychological, as well as intellectual. De cisions regarding the well-being and education of students must be based on developmentally appropriate practices as well as knowledge of the students’ age and stage, their individual needs, and their family and cultural background (2004). In order to implement developmentally appropriate practices and holistic teaching, a teacher must take the time to know and understand the students – through observation, interaction, active listening and involvement. A teacher should understand how issues of human diversity can impact families, cultures, and schools, and how these complex human issues can interact with issues in the delivery of special education services (2004). A teacher must understand the relationships of organizations of special education to the organizations and functions of schools, school systems, and other agencies (2004). This knowledge can be the ground upon which to construct the teachers own personal understandings and philosophies of special educati on. 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The Other Side Of Suicide - 1577 Words

Josh Arteseros Gwendleyon November 24, 2014 The Other Side Of Suicide â€Å"What scenarios makes someone suicidal?† One evening going to Santa Rosa Junior College college for class I see up ahead theres two white vans with (I don t remember exactly what it said but I m going to say) â€Å"youth suicide prevention† written on the side, sitting in the main quad of the campus blocking my main walk path. I had to walk around the whole set up but while doing so I notice hundreds of backpacks all over the place, sitting on benches, hanging from tees, covering all 1500 square feet of grass, as if it was mandatory to stay on the red brick sidewalk and not cut through the grass. I didn t think the backpack were connected with the suicide vans†¦show more content†¦Its like the saying â€Å"its always the ones you least expect† but if that was true, wouldn t we all be the person to be least expected of. Ideally we are because to be least expected means to convey a higher role in life, building yourself up confidently to people, expressing only the good side of your life which everyone does through the social network such as Facebook, twitter, Instagram, etc. Its always yourself who makes you least expected to people. The rate in suicide is problematic the Centers for Disease Control and Prevention (CDC) collects data about mortality in the U.S., including deaths by suicide.(American Foundation For Suicide Prevention) In 2012, 40,600 suicides were reported, making suicide the10th leading cause of death for Americans. The suicide rate shows the number of suicide deaths that occur for every 100,000 people in the population for which the rate is reported. In 2012, the highest suicide rate (19.88) was among people 45 to 59 years old. The second highest rate (17) occurred in those 75 years

Week 1 assignment Activity One Nervousness Free Essays

Week 1 assignment Activity One: Nervousness (Chapter 1) Write at least a short 200 word response discussing the extent of your nervousness and how it affects your speaking ability. What strategies will you use to control your nerves and make them work for you? First, I felt that it has been a while since I’ve stand in front of a large audience like this. I have been giving brief reports occasionally which mean that I do have some experience in informing and organizing ideas for presentations and speeches. We will write a custom essay sample on Week 1 assignment Activity One: Nervousness or any similar topic only for you Order Now I do however feel the pressure of delivering the wrong message especially in front of the senior editors and the regional managers. Secondly, I felt that if I mispronounce a word and have long pauses to remember what I indented to say, I might have a stage fright and lose the company’s faith in my abilities. Even worse, I could get demoted and lose the respect of the members of my work team. The first strategy that I will use to control my nerves is to think positive about what I could accomplished after successfully delivering my speech. If I can pass this speech, than I will be more confident on the next one. Secondly, I will write down my speech and practice on saying it so that I will remember my subtopic and present it better. Lastly, I will prepare a couple of weeks in advance so that what I want to present will become second nature in my mind. How to cite Week 1 assignment Activity One: Nervousness, Essay examples

Summary of readings Migration, Diaspora and Transnationalism Essay Example

Summary of readings: Migration, Diaspora and Transnationalism Essay Migration, usually being divided into international and internal ones, denotes any movement of human from one location to another. There are many extensively migrations throughout history, in both occasional or permanent manner, depending on historical setting, circumstance and perspective. Migration is an aggregation of individual behaviours into the social forms, usually not being explained by a single or constant theory as it is a combinated competing paradigm with trade-offs between differentiated pull and push factors in distinct circumstances involving some sort of empirical orientation. Ravensteins Law of migration, noticed some similarities of migration caused by economic development in the nintith centries, for examples, it stated that large towns were grow by migrantion more than natural increases, and the theory concluded that migration is always related to economic income maximization. Michael Todaro(1960s) correlated the concept to the income difference between rural and urban area and regard it as the main factor of migrational movement, in which people would migrant for better paid occupation or job opportunity. Everette Lee(1996), on the other hand, linked the initiatives of migration to the mutual concessions of pull and push factors, considering people desires with reference to different economic, cultural and political factors. Skeldon(1997) further explained that the migrants preference are not only regarding to profit-maximization but also risk minimization through family networks to perpetuating the migration flow, together with access to labour markets and claimed it as the new economics of migration. We will write a custom essay sample on Summary of readings: Migration, Diaspora and Transnationalism specifically for you for only $16.38 $13.9/page Order now We will write a custom essay sample on Summary of readings: Migration, Diaspora and Transnationalism specifically for you FOR ONLY $16.38 $13.9/page Hire Writer We will write a custom essay sample on Summary of readings: Migration, Diaspora and Transnationalism specifically for you FOR ONLY $16.38 $13.9/page Hire Writer The risk minimization approach was built upon the segmented market theory which consists of varies sub-groups and hierachy of labours, with different remuneration or fringe benefits, and it is the decision of migrants to choose where to settle. Another strategy the writer gave is family network in which migrants were settled for generations and the risk of unintended consequences would be minimized. The world system theory, by Immanuel Wallerstein, suggested that migration is driven by the global economy through the expansion of Europe by setting up colonies from fifteen century, and resulting in the recent globalization of transnational corporations. There is a core and periphery relationship between European and other, where western countries are seen as leaders of urbanization, therefore this theory is being criticized as Euro-centric bias. Associated with the increasing migrating populations, there leads a Global migration crisis, threatening the sovereignty and cultural integrity of the destination hosts. Migration is often associated with international movements, therefore there may be underlying problems of social or ethnical conflict along with national safety and identity crisis. Migrants, for instance, the politcal refugree of China may result in social unrest by either seeking institutional alternatives of their own motherlands or their hosts, leading to ethnical and political conflicts. Economic migrants who search for benefits from their host may alter the government decision in infrustrutures for the native residents, resulting in uequal distribution of social resources and social burdens. Immigrants, for example colonialists, usually imposed their own living styles to the migration destinations, therefore cultural hegemony will be formed as result. Diasporas may monopolized the economy of their hosts, broadening the rich-poor gap, causing lots of unintended social problems such as racial discrimination, slow down of economic growth, cultural imperialism or economic hegemony. And the problem of diasporas is a serious social issue many countries is facing. The term Diaspora, used to be refered specifically to the populations of Jews exiled from Judea by the Babylonians and Roman Empire, has primarily been associated to mass migration of an ethnic population being forced away from its native homelands, induced and dispersed to other corners of the globe usually by political forces(Cohen 1996). Unlike voluntary migrants, diasporas appear to emphasize a compulsory component and rootless identity, diasporas communities often being depicted as victims of involuntary migration by theorists. However, Cohen(1996) and Skeldon(1997) suggested that diasporas approach need to be modified because diasporas communities are not necessarily be victims nowadays as they hold a more active role in creating a new culture of exile which is a kind of strong bonds among the ethnic community and idealized concept of home culture neither be a original nor destination ones. Diasporic communities nowadays have largely altered their way of life to the suiting of their chosen contexts and developed an embiguous force in the society. A de-territorialized identity and link with the land of origin has always been the nature of diasporic identities, they are no longer suppressed ethnic minorities, instead they participate in the economy and society in destination areas and are obviously important to the hosts. There are various ways of thinking about the configuration of transnational diasporas, Sanguin(1994) explained that diasporas could be applied to those ethnic comes from countries where there is still misery, overpopulation, insecurity, dictatorship or religious or racial discrimination, therefore it maybe western-centric biased. Moreover, this word usually represent Oriental or African minorities like Chinese or Indian and is seldom used to describe occidental migrants away from their motherlands, thus the word itself may contain some sense of class discrimination and stereotyping. Diaspora is also a too generalized concept for representing the whole group, not all antecedents of these people were forced to move away from homeland, in doing so, it may not appropriate to use nowadays, instead, transnational ethnic minorities may be more suitable to describe this type of people. Diaspora nowadays somehow no longer only centred on passive involuntary migration but evolved into some new concepts about trading diasporas in 1990s indicated any ethnic groups formed by network of trading communities living in dispersal and yet highly interdependent. They are regarded as stranger merchants established with a host society. Seldon thought that the continued presence of diasporas sometimes be viewed as a threat in the aspect of national security, because these people may seek to destabilize the government in their own area, creating problems within the international system between host and original government. On the other hand, diasporas may to a certain extent, improve the economy of their host countries for example, the dominant economic role of Chinese diasporas in Indonesia. International and internal migrants or diasporas often believed to be having significant impacts on developments because they give rise to transfer of technological improvement and idea inspiration. To cite an example, German scientists and engineers exiled after WWII had significant impacts in later missile and space programmes in USA and USSR. Kotkin(1993) used the statement the making of global tribes to describe the influence to the world by British diasporas that moving out to exploit new opportunities, therefore the expansion of diasporic groups not only responsible for transnationalistic global cultural and economic flow between a core home and periphery away, but also raises critical issues of identity and political participation. According to Skeldon, the refugees gave a tremendous boost to urban growth in the immediate post-war period in Hong Kong, Singapore, Taiwan and South Korea. However, migration did not cause the rapid development of the East Asian economies and does not rank with the macro-political and economic factors that are so often cited, migration is neither a panacea nor a threat but holding a interrelation which economic development and underdevelopment shape migration, migration, in turn, shapes development, as both concepts often related to the pull and push factors of migration. The key question is how governments can use international migration as a development tool. The transition theory provides a modernity view on movement of rural-urban demographic transition in which there is a noticeable transition from high fertility to low fertility and mortality, there is also a shift of economic based activities from agriculture to industrial based, and was seen as a development transition. Another changes transition theory suggest is the mobility transition of which migration is always two-way, there is always a combination of internal and international migration executing together. The strength of this approach is that it combines different types of movements within a single framework and the theory is being criticizes as following a old myth of immobility and it is unreasonable to link mobility change to demographic transition. There is also postmodernist approach to give an antithesis generalization of migration, which migration is being seen as the fundamental experience of movement for creation of new cultures, erodes the created identities and make a new and more consistent ones, through the transnational movement from one place to another. In this way, migrants are believed to be individuals but not as decision-makers of the behavioural approach. Postmodernists use vanguard migration flows of exile, identity and experience as key concepts to reflect the subjective view of migrant as an individual and show the emphasis has shifted from national towards more university experience, in the post-colonial world, described by Said(1993), it created a global independent community while at the same time allowing people to believe that they belong to only one part of that community as whites or blacks, orientals or westerners. The opinion of postmodernists give risk to a concept of transnationalism heightened interconnectivity between people all around the world and the loosening of boundaries between countries, by global flow of people, ideas, technologies and goods, this phenomenon is not reguard as new developed ones as people always move throughout history, bringing different culture to different places. However, its effects are exaggerated by recent globalization. The rural-urban migration in East Asia has been accompanied by a degree of integration in labor markets. The issue of labour scarcity has historically been a problem for capitalists attempting to realize an areas full potential level of accumulation. Field(1994) witness two major phrase in labour market development, the first phrase is increasing employment with constant wages, then followed by a full employment and with rapidly rising real wages. The more recent migration is believed to be driven by newly-decentralized economies which declines of labour-intensive manu-facturing in the urban area and the growth of low paid service sector jobs has resulted in a significantly flow of migrants from third world to take up these unwanted jobs. Take Hong Kong as a case, sojourners from Philippines or Indonesia usually employed for relatively low-paid domestic household work, while all well-paid managerial jobs were held by local citizens. On the other hand, excessive migration would be served as a push factor inevitably lead to a break down of local culture, more and more Philipino culture is spreading to Hong Kong. What evident is that the migrants do not simply disconnect the economic from the cultural, explaining why migrants dont just simply cut ties with their places of origin. This is not sentimental, but as a result of experiences they develop in the places they migrate to and how their identities interplay between economic and cultural factors which anthropology can illuminate. Therefore, notions of transnationalism are really about a lack of borders, and people put a strong investment in one place as a result of the other.

How marketing research determines the mamanement decision problem.

How marketing research determines the mamanement decision problem. The management decision is always connected with the problem or opportunity the company comes across at some point its business activity. It may be the decision about the introduction of the new product or adoption of the most effecting pricing or campaign.To help the client undertake the decision which action to follow, the market researcher starts with the research process, which first step is the problem definition. The researcher must understand what the needs and objectives of his client are and know how to translate the management problem into the market research problem. Market research problem unlike the managerial problem does not focus on action but rather concerns what kind of information is needed to come to the solution or make the decision. To be able fully understand what kind of information is needed the researcher often is required to consult with management (problem audit), industry experts, investigate the secondary data or undertake some qualitative research.Data analysisThe understanding of the problem comes also from the deep understanding the environmental context of the problem that means the background of the problem. The factors here are past information and forecast, Resources and Constrains, Objectives, Buyer Behavior, Legal environment, Economic Environment, and Marketing and Technological skills. The company exists with the complex environment all of its factors have an impact on it.The second step in the research process is the design formulation. It is the set of procedures and instructions, the blueprint of the research. It answers the following questions:a) What kind information is needed? (regarding a problem or population)b) How obtain and how use the secondary data?d) Whether the qualitative, descriptive or causal research is needed?e) How collect the qualitative data and what kind of measurement and scaling procedures use (how to...

How to Write Dialogue Master List of Dialogue Punctuation Tips

How to Write Dialogue Master List of Dialogue Punctuation Tips How to Write Dialogue: Master List of Dialogue Punctuation Tips Learning how to write dialogue can be tough for some without the right guidance.But unless you plan on writing a textbook, you must learn how to properly write dialoguesThe one thing most writers get wrong when they’re first starting out is proper dialogue format.Sure, you could leave that up to the editor, but the more work for your editor, the more expensive they’ll be.Plus, it’s important that, as serious writers and future authors, you know how to punctuate dialogue no matter what.That also means editors will be able to focus on more complex edits instead of just punctuation.Dialogue punctuation is complex and takes some time to learn, understand, and master.Here are some dialogue examples of each and how you would punctuate them.Writing Dialogue Example 1 Single LineSingle lines of dialogue are among the easiest to write and remember. The punctuation for this dialogue is simple:The quotations go on the outside of both the words and end 2 Single line with t agIn this case, â€Å"tag† means dialogue tag.A dialogue tag is anything that indicates who said what and in what way.Here are some common examples of dialogue tags:He saidShe whisperedThey bellowedHe holleredThey snipedShe huffedHe cooedThey respondedIn the example below, you can see that the dialogue tag goes on the outside of the quotations, while the comma goes on the inside.This is the case with any dialogue tags that are used. You can also see how this dialogue formatting works with different types of sentences and different dialogue tags.Note that the tag, when following a comma within the quotation marks, is lowercase,as its a part of the overall sentence.Writing Dialogue Example 3 QuestionsBecause a question mark seems like the end of a sentence, it’s easy for most writers to get the format for questions when writing dialogue wrong.But it’s actually pretty easy. Essentially, a question mark will be treated like a comma or period. What changes the forma tting most is what follows the dialogue.Here are some examples of writing questions in dialogue:Will you ever stop being a child? she asked.What about that man over there? he whispered, pointing in a old gentlemans direction. Doesnt he look odd too?Whats the big deal, anyway? she huffed.Below is a clear breakdown of formatting questions in dialogue.In this example above, you can see that if there is a dialogue tag, the question mark will act as a comma and you will then lowercase the first word in the dialogue tag (unless it’s a person’s name).However, if there is simply an action after the question, the question mark acts as a period and you will then capitalize the first word in the next sentence.Writing Dialogue Example 4 Tag, then single lineWhen it comes to formatting dialogue tags before your character speaks, it’s essentially the same as when they come after, except backward.As you can see in the example above, the dialogue tag is in front, followed by a comma outside of the quotations. Then the quotations appear when the sentence starts with that sentence’s punctuation inside the quotations at the end.Here are a few more examples of this type of dialogue, as its very common:They hung their head and mumbled, Its fine if you dont want me to come.She huffed, Well thats just great, isnt it?He drew in a long breath and spoke, Im just not sure what to do anymore.Writing Dialogue Example 5 Body language within lineThere are a couple different types of body language dialogue formats to learn.Dialogue Variation 1: This is when the actions your character is taking comes between lines of dialogue but after a sentence is complete. In real life, this would indicate someone pausing to complete the action.Heres what this dialogue example looks like:Are you sure we should go this weekend? She shoved the curtain aside, sneering at the greying clouds. It could be a mess out there.Whats the big deal, anyway? He yanked the sheet from the enve lope. Its not like you cared for her all that much.Lets go to the moon! She twirled, her pale pink dress lifting around her. We could make it, I know we could.Below is a detailed explanation of how you would format this type of dialogue:Variation 2: With this dialogue formatting, it’s different because this is when a character does something while they are speaking, instead of pausing like in variation 1. The action happens in the middle of a sentence and has to be formatted as such.Here are some dialogue examples of this formatting:Its really just 6 Single line getting cut offSomething that happens in real life (sometimes an irritatingly large amount) is getting cut off or interrupted when you’re speaking.This typically happens when someone either doesn’t care what you’re talking about or when two people are in an argument and end up speaking over one another.You can see in this example that you place an Em Dash ( 7 Dialogue tag in the middle of a line Another common type of dialogue. This is essentially a mix of a single line with a dialogue tag.Mostly, you will use this type in order to indicate who is talking if there are more than two and in order to keep the focus on the dialogue itself and not the character’s actions.Writing Dialogue Example 8 Paragraphs of dialogueThere are certain situations that call for a single character to speak for a long time. However, grammatically, not all of what they say will belong in the same paragraph.Here’s how you would write multiple paragraphs of dialogue:For writing dialogue paragraphs, you want to leave the quotations off the end of the paragraph and begin the next paragraph with them in order to indicate that the same person is just telling a long story.[NOTE: These dialogue rules apply for American English. Other parts of the world may use different dialogue formatting, including single quotations and more.]How to Write Dialogue That’s Realistic and EffectiveGreat dialogue is hard to get right. For something we do and hear every day, knowing what to make your characters say in order to move the plot forward and increase intrigue isn’t easy.But that’s why we’ve broken it down in easy steps for writing dialogue for you.Here are some of the best tips for writing dialogue that feels real but is also effective for moving your story forward.NOTE: Was that enough to push you to get started right now? Learn more about the writing, marketing, and publishing process in our VIP Fiction Self 1: Dialogue tags in the front â€Æ'â€Æ'He spoke. â€Å"You’re one of the oddest people I know.† â€Æ'â€Æ'She replied, â€Å"Is that necessarily a bad thing?†Ã¢â‚¬Æ'â€Æ' He smiled. â€Å"I didn’t say it was a bad thing at all.† â€Æ'â€Æ'She laughed. â€Å"Good.†Bad Dialogue Example 2: Action within dialogueâ€Æ'â€Æ' â€Å"I’m just not sure† 3: Tags in the middleâ€Æ' â€Æ'â€Å"I really wish you would just talk to me,† Ada said. â€Å"This silent treatment isn’t helping anyone.†Ã¢â‚¬Æ'â€Æ'â€Å"It’s helping me,† he said. â€Å"Or does that not matter to you?†Ã¢â‚¬Æ'â€Æ'â€Å"Of course it matters to me,† she replied. â€Å"It’s just not solving the problem.†Ã¢â‚¬Æ'â€Æ'â€Å"I don’t think anything can solve this problem,† he murmured. â€Å"It’s permanent.† How to fix this: whenever you’re writing dialogue, switch the type of formatting you use in order to make it look and sound better. The more enjoyable it is to read, the more readers will become invested.One exception is when you have two characters going back and forth very quickly. In this case, a few lines of dialogue only, with no tags or anything, is acceptable.Fixing Dialogue Example: Variation is Keyâ€Æ'â€Æ'â€Å"I’m just not sure†- she grabbed a handful of see ds- â€Å"that you’re taking this seriously.†Ã¢â‚¬Æ'â€Æ' He weaved between the overgrown plants, pushing them aside.â€Å"Why would you think that?†Ã¢â‚¬Æ'â€Æ' â€Å"Becauseyou just ignore the important stuff unless it’s important to you only.†Ã¢â‚¬Æ'â€Æ'â€Å"That’s ridiculous.†Ã¢â‚¬Æ'â€Æ' â€Å"No.† She plunged her finger into the pot with soil, dropping in a few seeds. â€Å"It’s true.†What’s Next?We have something for you- for FREE.â€Å"More than what you’ve already given me in this blog post?† you ask.YES! Continuing to learn is what makes the difference between okay writers and real, great authors-to-be.After all, Ernest Hemingways says it best: â€Å"We are all apprentices in a craft where no one ever becomes a master.†But you can at least, become better with this free training.