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Estimation is a critical skill in various fields, particularly in software development and statistics. In software development, estimation involves predicting the time and resources required to complete a task or project. This process can be challenging due to the inherent uncertainties and complexities involved. Developers often rely on their past experiences to make these estimates, but new tasks may not always align with previous patterns, leading to inaccuracies 2.

In statistics, estimation refers to the process of inferring the value of a population parameter based on sample data. For example, using the sample mean to estimate the population mean is a common practice. This method is straightforward, but it can be affected by outliers, which may skew the results 3.

Effective estimation requires a clear framework and understanding among team members, including the units of measurement and methods used. Smaller tasks are generally easier to estimate accurately, and breaking down larger tasks into manageable parts can improve the estimation process 5.

Let’s talk about estimation.

 Level Up Coding

I struggled a lot with estimations in my two years as a developer. And I’m not the only one, most of my coworkers struggle with this too. I think it’s because nobody teaches you how to estimate when…

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Estimate Smarter, not Harder

 Better Programming

One of the most difficult (and paradoxically time-consuming aspects) of a software developer’s job is estimation. When developers make estimates about their work it can affect the success of the…

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Chapter 8  Estimation

 Think Stats

The code for this chapter is in estimation.py . For information about downloading and working with this code, see Section 0.2 . 8.1 The estimation game Let’s play a game. I think of a distribution, an...

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Performing Statistical Estimation

 Towards Data Science

Statistics, as we know, is the study of gathering data, summarizing & visualizing the data, identifying patterns, differences, limitations and inconsistencies and extrapolating information regarding…

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What’s Wrong With Your Estimates

 Better Programming

If you often fail your estimates — this is how to estimate the tasks quickly and accurately. Photo by Headway on Unsplash Every more or less significant project has its stakeholders. And the stakehol...

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Estimates Are Estimates!

 Better Programming

The second rule of estimates is no one is good at them. You will not know how long something is going to take until you are done. But there are things you can do to try and get better at them. The…

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How to Make Better Estimates?

 Level Up Coding

Estimation provides business value. Accuracy in estimation can lead to better budgeting. You can estimate the cost of work, schedule releases with ease, and correct project planning. Software…

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How to Get Better with Estimations

 Towards Data Science

Estimations are hard. Every developer struggles with that task. The reason for that is simple: developers are asked to estimate something that they never did before. Unless it is an agency that makes…...

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Estimation, Prediction and Forecasting

 Towards Data Science

Estimation implies finding the optimal parameter using historical data whereas prediction uses the data to compute the random value of the unseen data. Estimation is the process of optimizing the…

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You probably don’t need to estimate. Just count the tickets.

 Level Up Coding

Look, estimates are useful, ok? They are useful for making product decisions, they are useful for managing expectations, they are useful for planning resource. But developers hate estimating. At least...

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Estimators

 TensorFlow Guide

Advantages Similar to a tf.keras.Model , an estimator is a model-level abstraction. The tf.estimator provides some capabilities currently still under development for tf.keras . These are: Parameter se...

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Agile Estimation: part II

 Towards Data Science

In my previous notebook I proposed to use Poisson distribution for estimating the number of story points per iteration, i.e. project velocity. It is a fairly simple distribution, which has one…

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