This document provides an overview of matrix algebra concepts for business students. It defines key terms like matrix, order, types of matrices including identity, diagonal and triangular matrices, and matrix operations such as addition, subtraction and multiplication. It also explains determinants, which evaluate whether a system of linear equations has a unique solution. Determinants are calculated by taking the difference of products of diagonal elements of a square matrix. This document serves as a basic introduction and recap of matrix algebra.
This document provides an overview of linear regression analysis. It discusses (1) why regression is used, including for description, adjustment for covariates, identifying predictors, and prediction; (2) the basics of linear regression in predicting an interval outcome variable based on predictor variables; and (3) how to conduct univariate linear regression in SPSS, including interpreting results and ensuring assumptions are met. Key assumptions include no outliers, independent data points, normally distributed residuals with constant variance.
This document provides a cheat sheet on key concepts and formulas for work, power, and energy in AP Physics. It defines important terms like force, displacement, velocity, acceleration, and energy. Key formulas are presented for work, power, kinetic energy, and gravitational potential energy. Metric units and conventions for signs in work calculations are also outlined. Problem solving tips are given for work, power, and energy problems, emphasizing identifying given information, appropriate formulas, and energy conversions.
The document discusses principles of sampling and methods of sampling. It outlines essential aspects of a good sampling including being true, unbiased, independent items, consistent quality and time, consistent regulating conditions, adequate size, and applicable to the universe. Random sampling methods include simple random sampling, stratified random sampling, systematic sampling, cluster sampling, and sequential sampling. Non-random methods are accidental sampling, convenience sampling, purposive sampling, and quota sampling. A good sample design considers goal orientation, measurability, practicality, and economy.
Precautions in writing Research Report- RM.pptxnikitagoel52
This document provides guidance on writing a research report. It notes that a research report should be a systematic, accurate presentation of research in written form. When writing a research report, authors should consider the length, maintain reader interest, avoid jargon, clearly present findings through charts and graphs, ensure proper formatting and structure, and include elements like an introduction, bibliography, and index. The conclusion states that good report writing is an art learned through practice and experience.
This document discusses the use of dummy variables in financial econometrics. Dummy variables can be used to correct for non-normality in the error term, which is often caused by outliers in financial data. An impulse dummy variable that takes the value of 1 for the outlier observation can force the residual to 0. Dummy variables can also model qualitative effects, seasonal effects, and changes in the intercept or slope of the regression line over time. The Bera-Jarque test is used to test whether the error term is normally distributed.
1) The document discusses fluid kinematics, which deals with the motion of fluids without considering the forces that create motion. It covers topics like velocity fields, acceleration fields, control volumes, and flow visualization techniques.
2) There are two main descriptions of fluid motion - Lagrangian, which follows individual particles, and Eulerian, which observes the flow at fixed points in space. Most practical analysis uses the Eulerian description.
3) The Reynolds Transport Theorem allows equations written for a fluid system to be applied to a fixed control volume, which is useful for analyzing forces on objects in a flow. It relates the time rate of change of an extensive property within the control volume to surface fluxes and the property accumulation.
1. Physics is the branch of science that deals with the study of matter, energy, and their interaction. It includes various sub-fields like mechanics, electromagnetism, optics, nuclear physics, atomic physics, geophysics, astrophysics, and thermodynamics.
2. Fundamental physics quantities include length, mass, time, temperature, amount of substance, electric current, and luminous intensity. Derived quantities include speed, acceleration, force, work, power, momentum, and others.
3. Vectors represent physical quantities that have both magnitude and direction, while scalars only have magnitude. Vectors can be added and subtracted using the head-to-tail rule.
This document provides an overview of matrix algebra concepts for business students. It defines key terms like matrix, order, types of matrices including identity, diagonal and triangular matrices, and matrix operations such as addition, subtraction and multiplication. It also explains determinants, which evaluate whether a system of linear equations has a unique solution. Determinants are calculated by taking the difference of products of diagonal elements of a square matrix. This document serves as a basic introduction and recap of matrix algebra.
This document provides an overview of linear regression analysis. It discusses (1) why regression is used, including for description, adjustment for covariates, identifying predictors, and prediction; (2) the basics of linear regression in predicting an interval outcome variable based on predictor variables; and (3) how to conduct univariate linear regression in SPSS, including interpreting results and ensuring assumptions are met. Key assumptions include no outliers, independent data points, normally distributed residuals with constant variance.
This document provides a cheat sheet on key concepts and formulas for work, power, and energy in AP Physics. It defines important terms like force, displacement, velocity, acceleration, and energy. Key formulas are presented for work, power, kinetic energy, and gravitational potential energy. Metric units and conventions for signs in work calculations are also outlined. Problem solving tips are given for work, power, and energy problems, emphasizing identifying given information, appropriate formulas, and energy conversions.
The document discusses principles of sampling and methods of sampling. It outlines essential aspects of a good sampling including being true, unbiased, independent items, consistent quality and time, consistent regulating conditions, adequate size, and applicable to the universe. Random sampling methods include simple random sampling, stratified random sampling, systematic sampling, cluster sampling, and sequential sampling. Non-random methods are accidental sampling, convenience sampling, purposive sampling, and quota sampling. A good sample design considers goal orientation, measurability, practicality, and economy.
Precautions in writing Research Report- RM.pptxnikitagoel52
This document provides guidance on writing a research report. It notes that a research report should be a systematic, accurate presentation of research in written form. When writing a research report, authors should consider the length, maintain reader interest, avoid jargon, clearly present findings through charts and graphs, ensure proper formatting and structure, and include elements like an introduction, bibliography, and index. The conclusion states that good report writing is an art learned through practice and experience.
This document discusses the use of dummy variables in financial econometrics. Dummy variables can be used to correct for non-normality in the error term, which is often caused by outliers in financial data. An impulse dummy variable that takes the value of 1 for the outlier observation can force the residual to 0. Dummy variables can also model qualitative effects, seasonal effects, and changes in the intercept or slope of the regression line over time. The Bera-Jarque test is used to test whether the error term is normally distributed.
1) The document discusses fluid kinematics, which deals with the motion of fluids without considering the forces that create motion. It covers topics like velocity fields, acceleration fields, control volumes, and flow visualization techniques.
2) There are two main descriptions of fluid motion - Lagrangian, which follows individual particles, and Eulerian, which observes the flow at fixed points in space. Most practical analysis uses the Eulerian description.
3) The Reynolds Transport Theorem allows equations written for a fluid system to be applied to a fixed control volume, which is useful for analyzing forces on objects in a flow. It relates the time rate of change of an extensive property within the control volume to surface fluxes and the property accumulation.
1. Physics is the branch of science that deals with the study of matter, energy, and their interaction. It includes various sub-fields like mechanics, electromagnetism, optics, nuclear physics, atomic physics, geophysics, astrophysics, and thermodynamics.
2. Fundamental physics quantities include length, mass, time, temperature, amount of substance, electric current, and luminous intensity. Derived quantities include speed, acceleration, force, work, power, momentum, and others.
3. Vectors represent physical quantities that have both magnitude and direction, while scalars only have magnitude. Vectors can be added and subtracted using the head-to-tail rule.
This document provides information about measurement and uncertainty in physics. It defines key terms like physical quantities, units, and order of magnitude. It discusses the International System of Units and its seven base units. The document also covers topics like derived units, significant figures, types of errors, calculating uncertainty, and basics of graphing collected data.
This document discusses various sources of uncertainty in physics measurements, including incomplete definitions, unaccounted factors, environmental influences, instrument limitations, calibration errors, physical variations, drifts, response times, and parallax. It emphasizes that all measurements have some degree of uncertainty from multiple sources. Properly reporting uncertainty allows evaluation of experimental quality and comparison to other results. While the true value may not be known exactly, uncertainty analysis helps ascertain a measurement's accuracy and precision.
This document discusses uncertainties and errors in physical measurements. It explains that there are two types of errors - random errors which are unpredictable, and systematic errors caused by imperfect measuring equipment. Random errors can be reduced by repeating measurements, while systematic errors are reduced by calibrating equipment. Accuracy refers to how close a measurement is to the true value, while precision refers to how close repeated measurements are. The number of significant figures reported in a result should not exceed the least precise value used. The document also discusses determining and expressing uncertainties in measurements, and how to combine uncertainties when performing calculations or graphing data.
This document provides a summary of key concepts in rotational motion and equilibrium for an AP Physics exam. It defines important terms like vector, torque, moment of inertia, and angular momentum. It lists common formulas used to solve rotational motion problems and gives examples of unit conversions. The summary concludes with tips for solving rotational motion problems, like drawing diagrams and using the correct formula that incorporates known and unknown quantities.
This presentation is about a lecture I gave within the "Green Lab" course of the Computer Science master program, of the Vrije Universiteit Amsterdam.
http://www.ivanomalavolta.com
The document provides an overview of key concepts and formulas relating to mechanics of solids and fluids in physics. It defines important terms like the different states of matter, density, pressure, stress and strain. It also outlines fundamental principles including Pascal's principle describing pressure variations in fluids, Archimedes' principle of buoyancy, and Bernoulli's equation relating pressure, velocity and height along a streamline. The document concludes by listing common variables and units used and some example formulas for topics like thermal expansion, stress, and fluid flow properties.
This document provides a summary of key concepts in kinematics in one dimension for AP Physics. It defines important terms like vectors, scalars, distance, displacement, speed, velocity, and acceleration. It lists the key variables, formulas, units, and conventions used to solve kinematics problems. Examples are given to illustrate the difference between constant velocity and constant acceleration motion and how to set up and solve typical kinematics problems using the proper formulas and sign conventions. Problem solving tips are also outlined.
The document discusses units and measurement. It begins by providing examples of the longest bridges in Malaysia and worldwide, and the tallest building in Malaysia and worldwide. It then introduces the International System of Units (SI) and its seven base units: kilogram, meter, second, ampere, kelvin, mole, and candela. Several derived units are also described such as area, volume, velocity, and acceleration. Prefixes used with SI units are defined, ranging from deca to yocto. Methods for converting between units are demonstrated, such as kilometers to meters and feet. Examples of solving unit conversion problems are provided.
The document discusses mathematical modeling. It defines mathematical modeling as using mathematics to represent and analyze real-world phenomena. Mathematical models can be used to solve problems in fields like engineering, science, and economics. The document outlines the steps in the mathematical modeling process, including analyzing available data and governing principles, formulating models, and validating solutions. It also discusses different types of mathematical models, such as linear vs nonlinear, deterministic vs stochastic, static vs dynamic, discrete vs continuous, and quantitative vs qualitative models.
This lecture introduces calculus and its key concepts. Calculus is the study of change and has two main branches: differential calculus, which studies rates of change, and integral calculus, which studies areas under curves. Numbers are also introduced, including their properties and classification into types like natural, whole, integer, rational, irrational, and complex. Intervals are defined as sets of real numbers between two values, and can be open, closed, or both.
This document provides an example of simple linear regression with one independent variable. It explains that linear regression finds the line of best fit by estimating values for the slope (b1) and y-intercept (b0) that minimize the sum of the squared errors between the observed data points and the regression line. It provides the formulas for calculating the least squares estimates of b1 and b0. The document includes a table of temperature and sales data and a corresponding scatter plot as an example of simple linear regression analysis.
This document provides an outline for a course on linear algebra. It covers topics such as matrices, vectors, determinants, systems of linear equations, eigenvalues and eigenvectors, and applications of linear algebra in economics. The key topics include definitions of matrices and vectors, addition and multiplication rules, inverses, Cramer's rule, Gaussian elimination, and using linear algebra to represent input-output models. It aims to introduce foundational concepts and techniques in linear algebra and illustrate how they can be applied, particularly in economics.
Here are the key steps to find the eigenvalues of the given matrix:
1) Write the characteristic equation: det(A - λI) = 0
2) Expand the determinant: (1-λ)(-2-λ) - 4 = 0
3) Simplify and factor: λ(λ + 1)(λ + 2) = 0
4) Find the roots: λ1 = 0, λ2 = -1, λ3 = -2
Therefore, the eigenvalues of the given matrix are -1 and -2.
This presentation describes the application of regression analysis in research, testing assumptions involved in it and understanding the outputs generated in the analysis.
This document discusses different sampling methods for selecting a representative subset of a population for research purposes. It describes probability sampling methods like simple random sampling, stratified random sampling, and cluster sampling, where every member of the population has a chance of being selected. It also covers non-probability sampling techniques like convenience sampling and purposive sampling. The key advantages of sampling are that it is more time-efficient, cost-effective, and allows examining the population in greater detail than a census. Probability sampling aims to select a truly random and representative sample, while non-probability sampling does not give all population members an equal chance of selection.
1. Two coherent light sources are required to observe interference of light waves. The sources must emit waves of the same wavelength, frequency, and phase.
2. For observable interference, the waves must superimpose and the amplitude of the resultant wave will vary with the path difference between the waves.
3. The intensity at different points due to interference follows a pattern of maxima and minima that does not change over time.
This document provides a summary of basic math concepts for physics including:
1) Algebraic operations for solving equations for variables such as adding, subtracting, multiplying, and dividing terms.
2) Procedures for calculations with significant figures when adding, subtracting, multiplying, and dividing quantities.
3) How to write numbers in scientific notation and perform calculations using scientific notation such as multiplication, division, powers, and roots.
This document discusses derivatives, including their definition, history, real-life applications, and use in various sciences. Derivatives are defined as the instantaneous rate of change of one variable with respect to another and geometrically as the slope of a curve at a point. Their modern conception is credited to Isaac Newton and Gottfried Leibniz in the 17th century. Derivatives have applications in business for estimating profits and losses, and in automobiles to calculate speed and distance traveled from odometer and speedometer readings. They are also used in physics to define velocity and acceleration and in mathematics to study extreme values, mean value theorems, and curve sketching.
This document discusses techniques for designing and validating questionnaires. It covers factors that affect questionnaires, types of questions, guidelines for preparation, administration methods, validity, reliability, and translation methods. Specifically, it discusses open-ended versus closed-form questions, test-retest and split-half methods for assessing reliability, and a multi-stage translation process involving translation, review, adjudication, and pretesting.
İnsanların severek kullanacakları ürün geliştirip işinizin startup aşamasını başarı ile geçmek isteyen kurucular için müşteri geliştirme, müşteri doğrulama faaliyetlerinde kullanacakları araçları ve yaklaşımı tanıtım.
Minimum Viable Product, Tutarlı Ürünlerin En Küçüğü nedir, türleri nelerdir, nasıl tasarlanır?
This document provides information about measurement and uncertainty in physics. It defines key terms like physical quantities, units, and order of magnitude. It discusses the International System of Units and its seven base units. The document also covers topics like derived units, significant figures, types of errors, calculating uncertainty, and basics of graphing collected data.
This document discusses various sources of uncertainty in physics measurements, including incomplete definitions, unaccounted factors, environmental influences, instrument limitations, calibration errors, physical variations, drifts, response times, and parallax. It emphasizes that all measurements have some degree of uncertainty from multiple sources. Properly reporting uncertainty allows evaluation of experimental quality and comparison to other results. While the true value may not be known exactly, uncertainty analysis helps ascertain a measurement's accuracy and precision.
This document discusses uncertainties and errors in physical measurements. It explains that there are two types of errors - random errors which are unpredictable, and systematic errors caused by imperfect measuring equipment. Random errors can be reduced by repeating measurements, while systematic errors are reduced by calibrating equipment. Accuracy refers to how close a measurement is to the true value, while precision refers to how close repeated measurements are. The number of significant figures reported in a result should not exceed the least precise value used. The document also discusses determining and expressing uncertainties in measurements, and how to combine uncertainties when performing calculations or graphing data.
This document provides a summary of key concepts in rotational motion and equilibrium for an AP Physics exam. It defines important terms like vector, torque, moment of inertia, and angular momentum. It lists common formulas used to solve rotational motion problems and gives examples of unit conversions. The summary concludes with tips for solving rotational motion problems, like drawing diagrams and using the correct formula that incorporates known and unknown quantities.
This presentation is about a lecture I gave within the "Green Lab" course of the Computer Science master program, of the Vrije Universiteit Amsterdam.
http://www.ivanomalavolta.com
The document provides an overview of key concepts and formulas relating to mechanics of solids and fluids in physics. It defines important terms like the different states of matter, density, pressure, stress and strain. It also outlines fundamental principles including Pascal's principle describing pressure variations in fluids, Archimedes' principle of buoyancy, and Bernoulli's equation relating pressure, velocity and height along a streamline. The document concludes by listing common variables and units used and some example formulas for topics like thermal expansion, stress, and fluid flow properties.
This document provides a summary of key concepts in kinematics in one dimension for AP Physics. It defines important terms like vectors, scalars, distance, displacement, speed, velocity, and acceleration. It lists the key variables, formulas, units, and conventions used to solve kinematics problems. Examples are given to illustrate the difference between constant velocity and constant acceleration motion and how to set up and solve typical kinematics problems using the proper formulas and sign conventions. Problem solving tips are also outlined.
The document discusses units and measurement. It begins by providing examples of the longest bridges in Malaysia and worldwide, and the tallest building in Malaysia and worldwide. It then introduces the International System of Units (SI) and its seven base units: kilogram, meter, second, ampere, kelvin, mole, and candela. Several derived units are also described such as area, volume, velocity, and acceleration. Prefixes used with SI units are defined, ranging from deca to yocto. Methods for converting between units are demonstrated, such as kilometers to meters and feet. Examples of solving unit conversion problems are provided.
The document discusses mathematical modeling. It defines mathematical modeling as using mathematics to represent and analyze real-world phenomena. Mathematical models can be used to solve problems in fields like engineering, science, and economics. The document outlines the steps in the mathematical modeling process, including analyzing available data and governing principles, formulating models, and validating solutions. It also discusses different types of mathematical models, such as linear vs nonlinear, deterministic vs stochastic, static vs dynamic, discrete vs continuous, and quantitative vs qualitative models.
This lecture introduces calculus and its key concepts. Calculus is the study of change and has two main branches: differential calculus, which studies rates of change, and integral calculus, which studies areas under curves. Numbers are also introduced, including their properties and classification into types like natural, whole, integer, rational, irrational, and complex. Intervals are defined as sets of real numbers between two values, and can be open, closed, or both.
This document provides an example of simple linear regression with one independent variable. It explains that linear regression finds the line of best fit by estimating values for the slope (b1) and y-intercept (b0) that minimize the sum of the squared errors between the observed data points and the regression line. It provides the formulas for calculating the least squares estimates of b1 and b0. The document includes a table of temperature and sales data and a corresponding scatter plot as an example of simple linear regression analysis.
This document provides an outline for a course on linear algebra. It covers topics such as matrices, vectors, determinants, systems of linear equations, eigenvalues and eigenvectors, and applications of linear algebra in economics. The key topics include definitions of matrices and vectors, addition and multiplication rules, inverses, Cramer's rule, Gaussian elimination, and using linear algebra to represent input-output models. It aims to introduce foundational concepts and techniques in linear algebra and illustrate how they can be applied, particularly in economics.
Here are the key steps to find the eigenvalues of the given matrix:
1) Write the characteristic equation: det(A - λI) = 0
2) Expand the determinant: (1-λ)(-2-λ) - 4 = 0
3) Simplify and factor: λ(λ + 1)(λ + 2) = 0
4) Find the roots: λ1 = 0, λ2 = -1, λ3 = -2
Therefore, the eigenvalues of the given matrix are -1 and -2.
This presentation describes the application of regression analysis in research, testing assumptions involved in it and understanding the outputs generated in the analysis.
This document discusses different sampling methods for selecting a representative subset of a population for research purposes. It describes probability sampling methods like simple random sampling, stratified random sampling, and cluster sampling, where every member of the population has a chance of being selected. It also covers non-probability sampling techniques like convenience sampling and purposive sampling. The key advantages of sampling are that it is more time-efficient, cost-effective, and allows examining the population in greater detail than a census. Probability sampling aims to select a truly random and representative sample, while non-probability sampling does not give all population members an equal chance of selection.
1. Two coherent light sources are required to observe interference of light waves. The sources must emit waves of the same wavelength, frequency, and phase.
2. For observable interference, the waves must superimpose and the amplitude of the resultant wave will vary with the path difference between the waves.
3. The intensity at different points due to interference follows a pattern of maxima and minima that does not change over time.
This document provides a summary of basic math concepts for physics including:
1) Algebraic operations for solving equations for variables such as adding, subtracting, multiplying, and dividing terms.
2) Procedures for calculations with significant figures when adding, subtracting, multiplying, and dividing quantities.
3) How to write numbers in scientific notation and perform calculations using scientific notation such as multiplication, division, powers, and roots.
This document discusses derivatives, including their definition, history, real-life applications, and use in various sciences. Derivatives are defined as the instantaneous rate of change of one variable with respect to another and geometrically as the slope of a curve at a point. Their modern conception is credited to Isaac Newton and Gottfried Leibniz in the 17th century. Derivatives have applications in business for estimating profits and losses, and in automobiles to calculate speed and distance traveled from odometer and speedometer readings. They are also used in physics to define velocity and acceleration and in mathematics to study extreme values, mean value theorems, and curve sketching.
This document discusses techniques for designing and validating questionnaires. It covers factors that affect questionnaires, types of questions, guidelines for preparation, administration methods, validity, reliability, and translation methods. Specifically, it discusses open-ended versus closed-form questions, test-retest and split-half methods for assessing reliability, and a multi-stage translation process involving translation, review, adjudication, and pretesting.
İnsanların severek kullanacakları ürün geliştirip işinizin startup aşamasını başarı ile geçmek isteyen kurucular için müşteri geliştirme, müşteri doğrulama faaliyetlerinde kullanacakları araçları ve yaklaşımı tanıtım.
Minimum Viable Product, Tutarlı Ürünlerin En Küçüğü nedir, türleri nelerdir, nasıl tasarlanır?
Botego'nun özgün Türkçe doğal dil işleme teknolojisi ile geliştirilen akıllı sanal müşteri temsilcileri.
Virtual intelligent agents based on proprietary natural language processing technology by Botego Inc.
Stradiji Dijital Pazarlama Genel Müdürü Mert Erkal tarafından www.aciksinif.com kapsamında verilen "Sosyal Medya ile Kişisel Pazarlama" eğitiminin slaytları. Açık Sınıf etkinlik sayfasının linki: http://www.aciksinif.com/Pages/EtkinlikDetay.aspx?EtkinlikID=d2095e08-cdc4-e111-8bd1-00155d683975
Bilgi teknolojileri alanında girisimcilik Volkan Erturk
Picus Security'nin girisimcilik konusunda ogrendikleri, izledigi yol ve bu yola cikacak kisilere tavsiyeleri. Hacktrick konferansı icin hazırlanmıstır.
Sosyal medya yönetimi için başlangıç seviyesinde bir sunum. Sosyal Medyanın temellerini detaylı bir şekilde ele almakta. Ayrıca bu sunumu şirket eğitimlerinde kullanmaktayım.
ProductTank İstanbul'un ikinci meetup'ında Invertiv'in kurucusu Akar Şümşet ürün yönetimi framework'ünü ve bu framework'te metotları nasıl kullandığını uygulamalar ile anlattı.
Elveda Ofis ve Seyahat Ederken ÇalışmakÖzlem Yetis
Hem dünyayı dolaşıp hem de aynı zamanda para kazanmaya devam etmek güzel olmaz mıydı? Hepimizin hayallerini süsleyen bir hayat için ilk adımı atın: Ofise elveda deyin ve istediğiniz yerde çalışmaya başlayın!
Product Camp - Uçtan Uca Ürün Yönetimi ve Deneyim Tasarımı SemineriAkar Sumset
INVERTIV'in 5 D's of PMUX framework'ü ile "Ürün Yönetimi ve Deneyim Tasarımı için uçtan uca bir süreç neleri içermelidir? Neden gereklidir?" soruların cevap verdiğimiz seminerdeki sunumumuz.
Alışkanlık yapan ürünler nasıl tasarlanırlar? Bir sonra ki Facebook, Twitter ya da Instagram'ı tasarlamak ister misiniz?
Müşterilerinizin vazgeçemeyeceği ürünleri tasarlamanın sırları bu sunumda.
Bugün Sağlam Olduğumuza Bakmayalım.
Aslında, hepimiz bir engelli adayıyız.
Bir ülkenin gelişmişliği, tüm vatandaşlarına olduğu gibi, engellilere de verdiği haklarla doğru orantılıdır.
Toplumun tüm kesimlerine hakettiği değeri veremeyen, ayrımcılık yapan toplumların ve devletlerin medeniliğinden ve gelişmişliğinden bahsetmek mümkün değildir.
Hem yerel yönetimlerimize, hem devletimize, hem gönüllü kültür kuruluşlarımıza, hem de özel kurumlarımıza büyük görev düşmektedir.
Bu görevin bilincinde olarak,
Hazırladığımız bu proje ile bugüne kadar iş adamı dernekleri, üniversiteler ve vakıflarda vermiş olduğumuz sertifikalı e-ticaret eğitimini engelli vatandaşlarımıza da vererek, onların kendi işlerini kurabilecek duruma gelmeleri için gerekli bilgileri içeren İnternet Girişimciliği seminerleri ile “İçlerindeki Girişimcilik Ruhunu” ortaya çıkarmak, istihdama katkı sağlamak, günümüzün en büyük fırsat eşitliği sağlayıcısı özelliğine sahip internetin imkanlarını onlarla paylaşabilmeyi ümit ediyoruz.
6. Müşteri 1:“Kullanımı karışık. Daha basit bir
kullanıma sahip olsun isterdim”
Müşteri 2:“Kolay kullanım, eğitime ihtiyaç yok,
müşteri mutabakatları çok kolay ve hızlı”
7. PM’LER…
Müşteri 1:“Kullanımı karışık.
Daha basit bir kullanıma sahip
olsun isterdim”
Müşteri 2:“Kolay kullanım,
eğitime ihtiyaç yok, müşteri
mutabakatları çok kolay ve
hızlı”
8. PROBLEM
Yüksek hacimli müşteri geri bildiriminden çözüm
üretmek zor
Herkesin dedikleri benziyor ama farklı
Müşteri özellik istiyor ama geliştirince KPI değişmiyor
9. JOBSTO BE DONE
JTBD müşteriyi anlama ve iyi ürün geliştirmek için anlamlandırma metodolojisi
JTBD der ki, insan gelişim/ilerleme (progress) arar bunun için bir çözüm bulur.
Çözümler birbirlerinden çok farklı olabilir.
Gelişim isteği: Sabah uyanmak
(kahve, soğuk duş, meditasyon, erken yatma, akşam kahve/sigara/alkol
tüketmeme)
Gelişim isteği: Metroda sıkıldım
(podcast, oyun, kitap, muhabbet, işe bisikletle gidip gelme)
Gelişim isteği: İşimde daha iyi olmak istiyorum
(meetup, podcast, kitap, mentor, iş değiştirme, online kurslar)
10. GELIŞIM
Netflix CEO Reed Hastings
https://www.youtube.com/watch?
v=BsXXIfqbnRk&feature=youtu.be&t=20m
11. JTBD INTERVIEW
JTBD der ki: Gelişimin ne olduğunu anlamak için satın alma / geçiş
noktalarını incele ve nedenselliği belirle
12. NEDENSELLIĞI NASIL
BELIRLERSIN?
Gelişim istenen temel konu +
context (sosyal / duygusal /
fonksiyonel)
Context = kararını etkileyen
çeken/iten kuvvetler
Nasıl: (JTBD Interview * n)
Hedef: Pattern yakalamak
Gelişim
istenen
temel konu
Sosyal
Fonksiyonel
Duygusal
13. ÖRNEK - FATURA PAYLAŞ
Hedef: Paylaşmayı arttırmak
JTBD Interview Kitlesi:Yeni müşteri, son 30 günde fatura paylaşmış
BULGU
Gelişim istenen temel konu: Müşteri tahsilatı unutuyor, gerekli önemi vermiyor
Soru: Daha önce nasıl yapıyordun?
Alternatifler > telefonla arama, ekstre gönderme, ofis ziyaretine denk getirme
Context:
- Sosyal:“Para istemek ayıp, vade gününde hatırlatmak olmaz”
- Fonksiyonel:“Email kolay, yazılı, telefon konuşması uçup gidiyor, ofis ziyaretini denk
getirmek dert, efor gerektiriyor, ekstrede de gerektiğinden çok şey var,
hatırlattım süper ama nasıl ödeme alacağım?”
15. • What is JTBD - https://www.youtube.com/watch?v=RQjBawcU_qg
• MilkshakeVideo - https://www.youtube.com/watch?v=sfGtw2C95Ms
• JTBD Intercom Book - https://www.intercom.com/books/jobs-to-be-done
• Understanding JTBD - https://hbr.org/2016/09/know-your-customers-jobs-to-be-done
• Dribbblisation of Design - https://blog.intercom.com/the-dribbblisation-of-design/
• How to do JTBD interview - http://jobstobedone.org/radio/the-mattress-interview-part-one/
• Marketing with JTBD - https://www.youtube.com/watch?v=k0NRo3yLqxM
• Netflix short clip (between mins 20:00-22:34) - https://youtu.be/BsXXIfqbnRk?t=20m
• Understanding the Jobs to be Done - https://www.youtube.com/watch?v=f2l75aAJo44
• Causality of Consumer Behavior - https://www.youtube.com/watch?v=GLDqs099mXE
• Competing Against Luck (kitap) - Clayton Christensen
• Bob Moesta & Chris Spiek doing a jtbd interview - https://vimeo.com/81153746
• @rjs (Ryan Singer - Basecamp strategy/product)
17. KENDI ŞIRKETIMDE NASIL
UYGULARIM?
1. Anla
2. Müşteriyle test et
3. Sürekli ekiple bulgularını paylaş
4. Müşteriyle konuşup job’ları belirle
5. Ürün ve sistemine yansıt