Monday 23 January 2023

Decision Support System (DSS)

Table of Contents
Introduction/Definition of Decision Support System (DSS)
 Decision Support System Components
Types of Decision Support System
Examples of Decision Support System
Characteristics of Decision Support System
Benefits of Decision Support System
Advantages and disadvantages of Decision Support System
Conclusion
Reference

























Introduction;
A decision support system gathers and analyzes data, synthesizing it to produce comprehensive information reports. In this way, as an informational application, a DSS differs from an ordinary operations application, whose function is just to collect data.The DSS can either be completely computerized or powered by humans. In some cases, it may combine both. The ideal systems analyze information and actually make decisions for the user. At the very least, they allow human users to make more informed decisions at a quicker pace

What is a decision support system (DSS)?
• A decision support system (DSS) is a computer program application used to improve a company's decision-making capabilities. It analyzes large amounts of data and presents an organization with the best possible options available.
• Decision Support Systems (DSS) are a class of computerized information system that support decision-making activities. DSS are interactive computer-based systems and subsystems intended to help decision makers use communications technologies, data, documents, knowledge and/or models to complete decision process tasks.
• A decision support system (DSS) is a computerized program used to support determinations, judgments, and courses of action in an organization or a business. A DSS sifts through and analyzes massive amounts of data, compiling comprehensive information that can be used to solve problems and in decision-making.

Decision support systems bring together data and knowledge from different areas and sources to provide users with information beyond the usual reports and summaries. This is intended to help people make informed decisions.

Typical information a decision support application might gather and present include the following:

comparative sales figures between one week and the next;
projected revenue figures based on new product sales assumptions; and
the consequences of different decisions.
A decision support system is an informational application as opposed to an operational application. Informational applications provide users with relevant information based on a variety of data sources to support better-informed decision-making. Operational applications, by contrast, record the details of business transactions, including the data required for the decision-support needs of a business.

Decision Support System Components
A typical DSS consists of three different parts: 
- knowledge database
-software 
- user interface.

Knowledge base. 
A knowledge base is an integral part of a decision support system database, containing information from both internal and external sources. It is a library of information related to particular subjects and is the part of a DSS that stores information used by the system's reasoning engine to determine a course of action.
Software System
. The software system is composed of model management systems. A model is a simulation of a real-world system with the goal of understanding how the system works and how it can be improved. Organizations use models to predict how outcomes will change with different adjustments to the system.

For example, models can be helpful for understanding systems that are too complicated, too expensive or too dangerous to fully explore in real life. That's the idea behind computer simulations used for scientific research, engineering tests, weather forecasting and many other applications.

Models can also be used to represent and explore systems that don't yet exist, like a proposed new technology, a planned factory or a business's supply chain. Businesses also use models to predict the outcomes of different changes to a system -- such as policies, risks and regulations -- to help make business decisions.
User Interface
The user interface enables easy system navigation. The primary goal of the decision support system's user interface is to make it easy for the user to manipulate the data that is stored on it. Businesses can use the interface to evaluate the effectiveness of DSS transactions for the end users. DSS interfaces include simple windows, complex menu-driven interfaces and command-line interfaces.
Decisions
Based on user requirements, results are generated by the Decision Support System.

Types of Decision Support Systems
Decision support systems can be broken down into categories, each based on their primary sources of information.

Data-driven DSS
A data-driven DSS is a computer program that makes decisions based on data from internal databases or external databases. Typically, a data-driven DSS uses data mining techniques to discern trends and patterns, enabling it to predict future events. Businesses often use data-driven DSSes to help make decisions about inventory, sales and other business processes. Some are used to help make decisions in the public sector, such as predicting the likelihood of future criminal behavior.

Model-driven DSS
Built on an underlying decision model, model-driven decision support systems are customized according to a predefined set of user requirements to help analyze different scenarios that meet these requirements. For example, a model-driven DSS may assist with scheduling or developing financial statements.

Communication-driven and group DSS
A communication-driven and group decision support system uses a variety of communication tools -- such as email, instant messaging or voice chat -- to allow more than one person to work on the same task. The goal behind this type of DSS is to increase collaboration between the users and the system and to improve the overall efficiency and effectiveness of the system.

Knowledge-driven DSS
In this type of decision support system, the data that drives the system resides in a knowledge base that is continuously updated and maintained by a knowledge management system. A knowledge-driven DSS provides information to users that is consistent with a company's business processes and knowledge.

Document-driven DSS
A document-driven DSS is a type of information management system that uses documents to retrieve data. Document-driven DSSes enable users to search webpages or databases, or find specific search terms. Examples of documents accessed by a document-driven DSS include policies and procedures, meeting minutes and corporate records.

Decision Support System Examples
Organizations use decision support systems in several different contexts, including the following:

GPS routing.
 GPS route planning is an example of a typical DSS. It compares different routes, taking into account factors such as distance, driving time and cost. The GPS navigating system also enables users to choose alternative routes, displaying them on a map and providing step-by-step instructions.
ERP dashboards.
 ERP (enterprise resource planning) dashboards can use a decision support system to visualize changes in production and business processes, monitor current business performance against set goals and identify areas for improvement. ERP dashboards let business owners see a snapshot of their company's most important numbers and metrics.
Clinical decision support system. 
A clinical decision support system (CDSS) is a software program that uses advanced decision-making algorithms to help physicians make the best medical decisions. Healthcare professionals often use these to interpret patient records and test results, and to calculate the best treatment plan. CDSS in healthcare can help providers identify abnormalities during specific tests, as well as monitor patients after certain procedures to determine if they are having any adverse reactions.

Characteristics of a DSS
The primary purpose of using a DSS is to present information to the customer in an easy-to-understand way. A DSS system is beneficial because it can be programmed to generate many types of reports, all based on user specifications. For example, the DSS can generate information and output its information graphically, as in a bar chart that represents projected revenue or as a written report.

As technology continues to advance, data analysis is no longer limited to large, bulky mainframe computers. Since a DSS is essentially an application, it can be loaded on most computer systems, whether on desktops or laptops. Certain DSS applications are also available through mobile devices.

The flexibility of the DSS is extremely beneficial for users who travel frequently. This gives them the opportunity to be well-informed at all times, providing them the ability to make the best decisions for their company and customers on the go or even on the spot.

Benefits of a Decision Support System?
Broadly speaking, decision support systems help in making more informed decisions. Often used by upper and mid-level management, decision support systems are used to make actionable decisions, or produce multiple possible outcomes based on current and historical company data. At the same time, decision support systems can be used to produce reports for customers that are easily digestible and can be adjusted based on user specifications. 

Advantages of a Decision Support System
- It Saves Time by speeding up the process of decision making.
- It Improves communication between people through meetings, brainstorming sessions, etc.
- Reports generated by the Decision Support System can be used as evidence.
- It helps to automate processes.
- Reduction of cost
Disadvantages of a Decision Support System
- Overload Information
- Reduction of status
- Unanticipated effects
- Cost in Monetary
- Too much DSS dependency

Saturday 21 January 2023

Computer File System

  
  TABLE OF CONTENTS

Introduction
•Definition of Computer file System
•Types of Computer file system 
•Advantages and disadvantages of •computer file system
•Elements of Computer Files System
•Classification of Computer files System 
•Uses of Computer file System
•Conclusion
•Reference


























Introduction;
If we talk about what a file system is from the perspective of the computer, there are a lot of details that don’t really matter to the average user, which confuses the whole topic.
If we break it down from the point of view of the average user, all of a sudden, the file system is easy to understand, and it’s useful to know about. It can actually help you in your day-to-day computer use.
A file system allows you to organize and store files on your computer hard drive. They are organized in a system of folders that create a tree-type structure. The main folder or root folder is represented as your hard drive. All of the other folders in the root folder are considered subfolders.
That being said, they’re usually just called folders. Any folder in the file system can hold files and subfolders of its own. This is a great system for searching and sorting files and folders. Without the file system, all of the data on your computer would just be lumped together on the hard drive without a way to reference it or look it up easily.



Definition;
A computer file system is used to organize files & data in your computer’s non-volatile memory or hard drive in a hierarchy of nested folders. It’s typically organized in a tree data structure, with one parent folder being the hard drive & other folders existing in subfolders below that. 
A computer file system  is a method and data structure that the operating system uses to control how data is stored and retrieved. The structure and logic rules used to manage the groups of data and their names is called a "file system.
A file system is the way in which files are named and where they are placed logically for storage and retrieval.
What is a file in a file system?
A file in a file system is a digital representation or marker created to hold information about the data it’s for. The file marker holds the name of the file, the size of the file, and the location of the file on the hard drive. Other details like when it was created are also available.

An interesting property is that it allows you to control access to the file through the read/write/execute permissions, as discussed above. You can copy files, paste files, or create shortcuts to them.

How do I set up a file system on a computer?
The file extension tells the user and the computer what type of file it is. Documents, images, and videos are common file types.
Some file systems are already installed when you buy your computer, such as program files and system files. But you can arrange your own folder hierarchy for basic file types however you like, typically by dragging and dropping documents and images into folders you create yourself.

A folder hierarchy is a visual representation of how folders and subfolders are organized. You can include multiple file extensions in one folder; for example, you can include XLS, DOC, PPT, WMV, PDF, and JPG in one folder.

Can I transfer a file to another computer?
Yes, but you may not be able to open, read, or modify the file if the new computer doesn’t have the proper hardware installed.


There are multiple ways to transfer files. For example, you can transfer files using an external hard drive or through the web. But you’ll need to have the executable program file installed before you can open, read, and modify (and save) the file.



There are several different files systems, but seven are worth covering for the average computer user.

1. Disk file system
A Disk file system is the most common files system because it exists on hard drives and other long-term storage devices. It’s comprised of the typical tree-like structure and can hold multiple layers of folders and files.

2. Flash file system
A flash file system is optimized to leverage the strengths of a flash memory device like a USB stick or SD card. Their use is, of course, limited, especially since the disk file system often gets extended to removable media like thumb drives and memory cards.

3. Database file systems
Database file systems are organized using features of the various files rather than their location so that you can search the database by a certain feature set. A great application for this type of file system is in a company with many drawings or corporate documents that they want to search for a given system or author.

4. Transactional file system
The transactional file system exists within the microcosm of a single piece of software. It’s the file system that a piece of software sets up for itself when it gets installed. Thus, it gets set up in a single move and is used on a transactional basis as the software gets used. Naturally, therefore, it must get maintained during updates or the application of extensions.

5. Network file system
A network file system is a file system that is accessed across a network. It can be accessed by more than one machine, so priorities and resource sharing become an issue. Usually, this involves specialized technology leveraging something like FTP or NFS.

6. Shared disk file system
The shared disk file system is often realized with network shares or shared drives like you may see at work. Usually, these shared drives are accessed across a network, meaning shared access is an issue here. Often, they get added to your computer using a process called “Mounting.” You mount network drives. Once it has been mounted, you can access it like an additional hard drive.

7. Flat file system
The flat file system has all but gone extinct. It was more of a common system during the days of floppy drives. As it sounds, a flat file system is flat with only one folder with files in it.

Some of the advantages of computerized filing system include:

information takes up much less space than the manual filing.
It is much easier to update or modify information.
it offers faster access and retrieval of data.
It enhances data integrity and reduces duplication.
It enhances security of data if proper care is taken to secure it.


Disadvantages of Computer file system;
Data Inconsistency: Data inconsistency means that different files may contain different information of a particular object or person. Actually redundancy leads to inconsistency. When the same data is stored in multiple locations, the inconsistency may occur.
       Data Sharing: In computer file-based processing systems, each application program uses its own private data files. The computer file-based processing systems do not provide the facility to share data of a data file among multiple users on the network.
       Data Isolation: In computer file-based system, data is isolated in separate files. It is difficult to update and to access particular information from data files.


A computer file is made up of three elements:
Which are;
characters, fields and records.
Characters
A character is the smallest element in a computer file and refers to letter, number or symbol that can be entered, stored and output by a computer. A character is made up of seven or eight bits depending on the character coding scheme used.
Field
A field is a single character or collection of characters that represents a single piece of data. For example, the student’s admission number is an example of a field.
Records
A record is a collection of related fields that Represents a single entities, e.g. in a class score sheet, detail of each student in a row such as admission number, name, total marks and position make up a record.


Classification of Computer files;
Logical files;
A computer file is referred to as logical file if it is viewed in terms of what data item it contains and details of what processing operations may be performed on the data items. It does not have implementation specific information like field, data types, size and file type.
Physical files
As opposed to a logical file, a physical file is viewed in terms of how data is stored on a storage media and how the processing operations are made possible. Physical files have implementation specific details such as characters per field and data type for each field.

Uses of Computer file System
Directories;
File systems typically have directories (also called folders) which allow the user to group files into separate collections. This may be implemented by associating the file name with an index in a table of contents or an inode in a Unix-like file system.
Metadata 
A file system stores all the metadata associated with the file—including the file name, the length of the contents of a file, and the location of the file in the folder hierarchy—separate from the contents of the file.
Filenames
 filename (or file name) is used to identify a storage location in the file system. Most                                                         file systems have restrictions on the length of filenames.
Restricting and permitting access
There are several mechanisms used by file systems to control access to data. Usually the intent is to prevent reading or modifying files by a user or group of users. Another reason is to ensure data is modified in a controlled way so access may be restricted to a specific program. Examples include passwords stored in the metadata of the file or elsewhere and file permissions in the form of permission bits, access control lists, or capabilities.
Maintaining integrity
One significant responsibility of a file system is to ensure that the file system structures in secondary storage remain consistent, regardless of the actions by programs accessing the file system. This includes actions taken if a program modifying the file system terminates abnormally or neglects to inform the file system that it has completed its activities. This may include updating the metadata, the directory entry and handling any data that was buffered but not yet updated on the physical storage media.
User data
The most important purpose of a file system is to manage user data. This includes storing, retrieving and updating data.

Some file systems accept data for storage as a stream of bytes which are collected and stored in a manner efficient for the media.













Conclusion;
Computer file system is very important to the computer system itself and not just the computer but also to the individual,families,business organizations,companies,governments,scienti scientists,social science and arts inclusive. Because without the file system we can not operate the computer or even think of saving our files in the computer,the sectorial break down of the computer file systems enable us to save and search for various informations on time without stress.
Humanbeings today can't do without the computer and the computer can't exist without the Computer file system in it.



























Reference;
https://www.computerchum.com/what-are-computer-file-systems/
https://en.m.wikipedia.org/wiki/File_system
https://www.google.com/amp/s/www.techtarget.com/searchstorage/definition/file-system%3famp=1
https://dutable.com/2018/10/12/disadvantages-or-limitations-of/
https://peda.net/kenya/css/subjects/computer-studies/form-three/driac2/data-processing/computer-files

Wednesday 18 January 2023

Sampling Techniques in Statistics


           Table of contents

Sampling Techniques: Introduction
Sampling
Different types of Sampling techniques
Choosing Between Probability and Non-Probability Samples
Probability Sampling 
Non-probability sampling
Sampling errors and biases


















Introduction: 
Let’s take an example of COVID-19 vaccine clinical trials. It is very difficult to conduct the trials on the entire population, as it deals with time, money, and resources. So in research methodologies, sampling is a method that helps researchers to infer information about a population based on results from a subset of the population, without having to investigate every individual. 

A telecom company planning to build a machine learning model to predict, churn customers from their network. One way is to collect all the customers’ information and build a prediction model. This method requires high computational power and resources. So the best way is to take a sample (Subset of customers) from the population (All customers) which represents the population and build the machine learning model. This saves money and effort.

Sampling: 
Sampling is the process of selecting a group of individuals from a population to study them and characterize the population as a whole.
sampling is the selection of a subset (a statistical sample) of individuals from within a statistical population to estimate characteristics of the whole population.

The population includes all members from a specified group, all possible outcomes or measurements that are of interest. The exact population will depend on the scope of the study.

The sample consists of some observations drawn from the population, so a part of a subset of the population. The sample is the group of elements who participated in the study.

The sampling frame is the information that locates and defines the dimensions of the universe.
             A good sample should satisfy the below conditions-
             Representativeness: The sample should be the best representative of the population                         
             under study.
             Accuracy: Accuracy is defined as the degree to which bias is absent from the sample. An  
             accurate (unbiased) sample is one that exactly represents the population.
Size: A good sample must be adequate in size and reliability.
Different types of Sampling techniques:
There are several different sampling techniques available, and they can be subdivided into two groups-

1. Probability sampling involves random selection, allowing you to make statistical inferences about the whole group.

There are four types of probability sampling techniques

Simple random sampling
Systematic Sampling
Stratified random sampling
Cluster sampling

 Non-probability sampling involves non-random selection based on convenience or other criteria, allowing you to easily collect initial data. 
There are four types of Non-probability sampling techniques.

Convenience sampling
Quota Sampling
Judgmental or purposive sampling
Snowball sampling


Choosing Between Probability and Non-Probability Samples
The choice between using a probability or a non-probability approach to sampling depends on a variety of factors:

- Objectives and scope of the study
- Method of data collection 
- Precision of the results 
- Availability of a sampling frame and resources required to maintain the frame
- Availability of extra information about the members of the population
Probability Sampling 
Probability sampling is normally preferred when conducting major studies, especially when a population frame is available, ensuring that we can select and contact each unit in the population. Probability sampling allows us to quantify the standard error of estimates, confidence intervals to be formed and hypotheses to be formally tested. 

The main disadvantage is Bias in selecting the sample and the costs involved in the survey.

Simple random sampling 
In Simple Random Sampling, each observation in the population is given an equal probability of selection, and every possible sample of a given size has the same probability of being selected. One possible method of selecting a simple random sample is to number each unit on the sampling frame sequentially and make the selections by generating numbers from a random number generator.

Simple random sampling can involve the units being selected either with or without replacement. Replacement sampling allows the units to be selected multiple times whilst without replacement only allows a unit to be selected once. Without replacement, sampling is the most commonly used method.

Ex: If a sample of 20 needs be collected from a population of 100. Assign unique numbers to population members and randomly select 20 members with a random generator. Train and test split in ML problems. 
Applications
- Train and test split in machine learning problems
- Lottery methods 
Advantages
Minimum sampling bias as the samples are collected randomly.
Selection of samples is simple as random generators are used.
The results can be generalized due to representativeness.
Disadvantages
The potential availability of all respondents can be costly and time consuming.
Larger sample sizes.
Systematic sampling
In systematic random sampling, the researcher first randomly picks the first item from the population. Then, the researcher will select each nth item from the list. The procedure involved in systematic random sampling is very easy and can be done manually. The results are representative of the population unless certain characteristics of the population are repeated for every nth individual.

Steps in selecting a systematic random sample:
Calculate the sampling interval (the number of observations in the population divided by the number of observations needed for the sample).
Select a random start between 1 and sampling interval
Repeatedly add sampling interval to select subsequent households
Ex: If a sample of 20 needs to be collected from a population of 100. Divide the population into 20 groups with a members of (100/20) = 5. Select a random number from the first group and get every 5th member from the random number.

Applications
Quality Control: The systematic sampling is extensively used in manufacturing industries for statistical quality control of their products. Here a sample is obtained by taking an item from the current production stream at regular intervals.
In Auditing: In auditing the savings accounts, the most natural way to sample a list of accounts to check compliance with accounting procedures.
Advantages
Cost and time efficient.
Spreads the sample more evenly over the population.
Disadvantages
Complete population should be known.
Sample bias If there are periodic patterns within the dataset.
Stratified random sampling
In Stratified random sampling, the entire population is divided into multiple non-overlapping, homogeneous groups (strata) and randomly choose final members from the various strata for research. Members in each of these groups should be distinct so that every member of all groups get equal opportunity to be selected using simple probability. 

There are three types of stratified random sampling-

1. Proportionate Stratified Random Sampling

The sample size of each stratum in this technique is proportionate to the population size of the stratum when viewed against the entire population. For example, you have 3 strata with 10, 20 and 30 population sizes respectively and the sampling fraction is 0.5 then the random samples are 5, 10 and 15 from each stratum respectively.

2. Disproportionate Stratified Random Sampling

The only difference between proportionate and disproportionate stratified random sampling is their sampling fractions. With disproportionate sampling, the different strata have different sampling fractions.

3. Optimal stratified sampling

The size of the strata is proportional to the standard deviation of the variables being studied.

Ex: A company wants to do an employee satisfaction survey and the company has 300k employees and planned to collect a sample of 1000 employees for the survey. So the sample should contain all the levels of employees and from all the locations. So create different strata or groups and select the sample from each strata. 

Advantages
Greater level of representation from all the groups.
If there is homogeneity within strata and heterogeneity between strata, the estimates can be as accurate.
Disadvantages
Requires the knowledge of strata membership.
Might take longer and more expensive
Complex methodology.
Cluster sampling
Cluster sampling divides the population into multiple clusters for research. Researchers then select random groups with a simple random or systematic random sampling technique for data collection and data analysis.

Steps involved in cluster sampling:

Create the clusters from the population data.
Select each cluster as a sampling frame.
Number each cluster.
Select the random clusters. 
After selecting the clusters, either complete clusters will be used for the study or apply the other sampling methods to pick the sample elements from the clusters.

Ex: A researcher wants to conduct an academic performance of engineering students under a particular university. He can divide the entire population into multiple engineering colleges (Which are clusters) and randomly pick up some clusters for the study. 

Types of cluster sampling:
One-stage cluster : From the above example, selecting the entire students from the random engineering colleges is one stage cluster
Two-Stage Cluster: From the same example, picking up the random students from the each cluster by random or systematic sampling is Two-Stage Cluster
Advantages
Saves time and money.
It is very easy to use from the practical standpoint
Larger sample sizes can be used
Disadvantages
High sampling error
May fail to reflect the diversity in the sampling frame
Non-probability sampling
Non-Probability samples are preferred when accuracy in the results is not important. These are inexpensive, easy to run and no frame is required. If a non-probability sample is carried out carefully, then the bias in the results can be reduced.

The main disadvantage of Non-Probability sampling is “dangerous to make inferences about the whole population.”

Convenience sampling 
Convenience sampling is the easiest method of sampling and the participants are selected based on availability and willingness to participate in the survey. The results are prone to significant bias as the sample may not be a representative of population.

Applications
Surveys conducted in social networking sites and offices
Examples: The polls conducted in Facebook or Youtube. The people who are interested in taking the survey or polls will attend the survey and the results may not be accurate as the results are prone to significant bias.

Advantages
It is easy to get the sample
Low cost and participants are readily available
Disadvantages
Can’t generalize the results
Possibility of under or over representation of the population
Significant bias
Quota sampling 
This method is mainly used by market researchers. The researchers divide the survey population into mutually exclusive subgroups. These subgroups are selected with respect to certain known features, traits, or interests. Samples from each subgroup are selected by the researcher.

Quota sampling can be divided into two groups-

Controlled quota sampling involves introduction of certain restrictions in order to limit researcher’s choice of samples.
Uncontrolled quota sampling resembles convenience sampling method in a way that researcher is free to choose sample group members.
Steps involved in Quota Sampling

Divide the population into exclusive sub groups.
Identify the proportion of sub groups in the population.
Select the subjects for each subgroup.
Ensure the sample is the representative of population.

Ex: A painting company wants to do research on one of their products. So the researcher uses the quota sampling methods to pick up painters, builders, agents and retail painting shop owners.

Advantages
Cost effective.
Doesn’t depend on sampling frames.
Allows the researchers to sample a subgroup that is of great interest to the study.
Disadvantages
sample may be overrepresented
Unable to calculate the sampling error
Great potential for researcher bias and the quality of work may suffer due to researcher incompetency and/or lack of experience
Judgement (or Purposive) Sampling
In Judgement (or Purposive) Sampling, a researcher relies on his or her judgment when choosing members of the population to participate in the study. Researchers often believe that they can obtain a representative sample by using sound judgment, which will result in saving time and money.

As the researcher’s knowledge is instrumental in creating a sample in this sampling technique, there are chances that the results obtained will be highly accurate with a minimum margin of error.

Ex: A broadcasting company wants to research one of the TV shows. The researcher has an idea of the target audience and he can choose the members of the population to participate in the study.

Advantages
a  Cost and time effective sampling method.
Allows researchers to approach their target market directly.
Almost real-time results.
Disadvantages
Vulnerability to errors in judgment by researcher
Low level of reliability and high levels of bias
Inability to generalize research findings
Snowball sampling
This method is commonly used in social sciences when investigating hard-to-reach groups. Existing subjects are asked to nominate further subjects known to them, so the sample increases in size like a rolling snowball. For example, when surveying risk behaviors amongst intravenous drug users, participants may be asked to nominate other users to be interviewed.

This sampling method involves primary data sources nominating other potential primary data sources to be used in the research. So the snowball sampling method is based on referrals from initial subjects to generate additional subjects. Therefore, when applying this sampling method members of the sample group are recruited via chain referral.

There are three patterns of Snowball Sampling-

Linear snowball sampling; Recruit only one subject and the subject provides only one referral.
Exponential non-discriminative snowball sampling; Recruit only one subject and the subject provides multiple referrals.
Exponential discriminative snowball sampling; Recruit only one subject and the subject provides multiple referrals. But only one subject is picked up from the referrals.
Ex: Individuals with rare diseases. If a drug company is interested in doing research on the individuals with rare diseases, it may be difficult to find these individuals. So the drug company can find few individuals to participate in the study and request them to refer the individuals from their contacts.

Advantages
Researchers can reach rare subjects in a particular population 
Low-cost and easy to implement
It doesn’t require a recruitment team to recruit the additional subjects
Disadvantages
The sample may not be a representative
Sampling bias may occur
Because the sample is likely to be biased, it can be hard to draw conclusions about the larger population with any confidence.
Sampling errors and biases

             Sampling errors and biases are induced by the sample design. They include:

- Selection bias: When the true selection probabilities differ from those assumed in calculating the results.
- Random sampling error: Random variation in the results due to the elements in the sample being selected at random.
- Non-sampling error

Non-sampling errors are other errors which can impact final survey estimates, caused by problems in data collection, processing, or sample design. Such errors may include:

- Over-coverage: inclusion of data from outside of the population
- Under-coverage: sampling frame does not include elements in the population.
- Measurement error: e.g. when respondents misunderstand a question, or find it difficult to answer
- Processing error: mistakes in data coding
- Non-response or Participation bias: failure to obtain complete data from all selected individuals







Conclusion;
Reducing sampling error is the major goal of any selection technique.
A sample should be big enough to answer the research question, but not so big that the process of sampling becomes uneconomical.
In general, the larger the sample, the smaller the sampling error, and the better job you can do.
Decide the appropriate sampling method based on the study or use case.






















Reference;

 • Lance, P.; Hattori, A. (2016). Sampling and Evaluation. Web: MEASURE Evaluation. pp. 6–8, 62–64.

• Salant, Priscilla, I. Dillman, and A. Don. How to conduct your own survey. No. 300.723 S3. 1994.

• Robert M. Groves; et al. (2009). Survey methodology. ISBN 978-0470465462.

• Lohr, Sharon L. Sampling: Design and analysis.

• Särndal, Carl-Erik; Swensson, Bengt; Wretman, Jan. Model Assisted Survey Sampling.

• Scheaffer, Richard L.; William Mendenhal; R. Lyman Ott. (2006). Elementary survey sampling.

• Shahrokh Esfahani, Mohammad; Dougherty, Edward (2014). "Effect of separate sampling on classification accuracy". Bioinformatics. 30 (2): 242–250. doi:10.1093/bioinformatics/btt662. PMID 24257187.

• Scott, A.J.; Wild, C.J. (1986). "Fitting logistic models under case-control or choice-based sampling". Journal of the Royal Statistical Society, Series B. 48 (2): 170–182. JSTOR 2345712.

• https://www.mygreatlearning.com/blog/introduction-to-sampling-techniques/




Friday 6 January 2023

Is it good for men to marry early now?

Is_it_good_for_men_to_marry_early_now?

There Men,
I just want to tell you the advantage of marrying early.

If you marry early,you and your family will grow old together in such a way that you will have the opportunity of training your children when you are strong and not too weak,

You can imagine you marry at 40 years and when your first child is 10 years old you are 50 years old,

You go to PTA meeting to represent your second born or third born and they think you are a grand father that came to represent your child,
Do you think it will make sense?

Marrying early is good because you don't know when you will die,
If you check very well people hardly reach 80 years this days,
And if you consider your wife at least you will marry early so that you will not come and die and leave her with children to feed as a widow,

Men in Nigeria feel they have time that is why most of them don't get to plan their lives at early age until they reached 35 and late 30`s  to come,

Marrying early also gives you the advantage of being friends with your kids and getting to advice them better because they will not feel your time had pass,so they will listen to you.

Is high time you start planning your life early and not late,

Even if you are not going to marry on time,
I want you to plan your life early Men,
So that you will enjoy your life,
Your parents will enjoy you,your siblings,friends,locality, society and nation will enjoy you effectively.

So men,
The motion thinking,
that is ladies that have time should stop because you also don't have time.

If you check it very well some ladies are even doing better than the men now adays,
Do you know why, because they feel they don't have time so they redeem their time to achieve alot in a short time period but you guys feel you have time and you start late and achieve below what you are suppose to achieve.

Your youthful age is the age you should achieve alot not the age you should be playing and thinking you have time because time waits for no one.

So plan early and marry early,so you train your children while you are young and not as a grandfather.

Make sure you share this so that mentality of  many men will be affected.


@jaysteve

Thursday 5 January 2023

Love Poem(For that special lady you cherish and love so much)

Love Poem

she's unique 💞💞
She's rare❤❤
She's beautiful 💗💗
She's special😘😘
She's phenomenal..
She's God perfect work.
She's is a Precious jewel.

Am talking about this special lady you

The beauty of a country cannot be complete without a woman,

A woman is a dynamic wonderful, awesome and amazing creature that God has made,

Women are unique in their special ways,
Come on celebrate all ladies friends,

Through a woman a man feel complete,
Through a woman a man was born,
Through a woman a man is built,
Through a woman is a society made greenish,

A woman is an asset to the society,

A woman can be a great help to the growth of a nation and A woman can cause a destruction to a nation,

Negatively they are dangerous,
Positively they are 
Marvelous,

So if you are a woman build positively and forget about negativity.

To all Mother's and Potential future Mother's out all over the world,
Kudos to you and keep affecting the world positively.

You are the lady am talking about,
You are one in a million and very special to the hearts of millions.

@jaysteve

First Love Poem - Zee Abba


FIRST LOVE
It's a sunny day when I was walking beside the road
I heard a voice whispering and calling hey!!!

I was in the stage of many thoughts,
As l turn back
And boom
It's a was a handsome guy

He looks like a shining star among millions
My heart double beats  than usual
He's just looking at me and smiles
Opening His mouth
He said you are my queen
But the statement makes me suprise 

When did l become his queen
He continue, Dear Angel,
 l love you since the first day we met at International hotel
I tried to stop thinking about you
But my heart is envelope and jailed by your love
Dear Beautiful damsel,
You are the most pulcher Princess l ever seen

You are  the only star that shine in the world of my galaxy
And brighten my day

Zee Abba

ONE_FOR_EACH_IS_ENOUGH

ONE_FOR_EACH_IS_ENOUGH

I sat down one day and I asked a Friend,Are you a man and He said yes he is,then I asked him,what is so special about your penis and my own?and he could not answer me, Then I ask two ladies again what is so special about your Virginia and your friends Virginia? and she said hmmmm.

You see Penis of every man have the same characteristics,which is to pis and to erect during sex time

And the Virginia of every woman have the same characteristics which is to to accept the erected penis of a man,
If the mens own have the same function and the ladies too have thesame function then the question is why are people always looking and thirsty for different Virginia and Penis?

The answer I got is,People dont know there identity, So they accept what ever the world throws for them,They are unsatify because, they lack the fruits of the Holy Spirit and many dont even know the Holy Spirit talk more of its fruits.

One man,One woman is enough

God have the power to give Adam more than 20 suitable helpers,but He only gave him one suitable helper, Which shows that unless a man knows His/her identity in Christ, Marriage will be hell on Earth for them.
Be Wise 

#happy_a_Christian
@jaysteve

What you see and believe

#What_do_you_think???


When you look at the beauty of the skies,
What do you think?

When you see the beauty of the stars and the beauty of the environment you live in,
What do you think?

When you look at how your fellow human being are looking beautiful and stunning,
What do you think?

When you come back to look at yourself in a mirror,
And start comparing yourself with the outside beauty you see everyday,
What do you think?

You will start to see errors on your creation and start seeing how unfitted and unmatched you are in the society,
What next do you think about your Maker?

Let me tell you something,if you want to compare yourself to others,don't compare with what is above you,

But compare with what is below you,

The only way you can see yourself and appreciate God for how fitted and matched he has made you,
 
Is when you learn to count your previous blessings to your present blessings,

God has been so faithful to you,if you look at those behind you,those longing to be where you are,
You have every reason to say,
God I thank you.

If God has made everything you see beautiful, 
then I want to tell you that,
You are Beautiful and you are stunning.

If you don't appreciate yourself,
You will frustrate yourself,

If you appreciate yourself,
You will upgrade yourself.

@jaysteve

My_Heart_Cries


#My_Heart_cries

God created a Nation so beautiful,so greenish,so attractive,lovable and excellently good,

He place in this particular nation,His wonderful images which He created so wonderful and beautiful,

But something happens that the man he sends into the world to represent him,have turn into an alien to his creator,

Thereby killing his own type of flesh,
Drinking the blood of his own type of flesh and yet he still want to be address as a human being and not an alien,

He has losted love and affection for his immediate brother and sister,

My heart bleats...

The killings of the innocent in my country Nigeria is a call for alarm,

The leaders said that they are doing there best,
But there best is still not enough,

Because some leaders need to purify themselves and look clean,

The black charcoal use to catch fire when a fire is put on it,

So why make your heart black,making it conducive for the fire of hell to keep burning,

Why not make your heart white and pure,where fire will see nothing to burn?

Violence is not the way to greatness,
Killing of innocent souls is not the way to greatness,

One thing is sure both the killer and those killed;
will stand before the Lord of host and be judge.

The people that kill today in Nigeria dont understand any language apart from the language of taking over territories through blood shed,

And we can only defeat the bloody with a clean heart,

We can only defeat hatred with Love,

We can only conquer our oppressors if we unite in unity and no one sells us out to our enemies,

But the problem is can we truely unite as one,

Because division is what the enemy is using against us to keep eating us up.

I pray we unite,
I pray that let every Hypocrite in Nigeria be expose and Let the wickedness of the wicked rest upon their heads.

I pray for the best Nigeria,
I pray for the peace of Nigeria.

God bless Nigeria.

Change begins with JaySteve.

Why I call you a Princess

Why_I_call_you_a_Prince_and_Princess;

I come to understand that is possible for us to see each person as God sees the person.
For the Bible says we are made in the image of God and His likeness,Which tells us that if we work with God and live a Holy life,we will see as He sees,For our Body is the temple of God,which shows that if God live in us,we are His children and if we all are His and He is the King of kings that makes each and every of His children a Prince and Princess.
Listen apart from your outward features,You are greater than you think,wonderful than you think and can do much more than you think.
Dont look down on yourselve because of your 
Background and Physical beauty for God looks at you as His Prince and Princess and anyone that is truely in Christ sees you same,For the outward adornment matters to only those in the flesh but the inner appearance matters most to God,for if you bring out the real you outside,it will outshine the outward and make you more valuable than those that focus on physical things.
That is why no matter how ugly a person is,as long as that person is successful and influential,
People no longer look at the physical background and outlook of the person again but Celebrate with the Person.
That was why Gideon in the Bible was celebrated because when everyone look at his clan as the weakest in all Isreal then,God call him a Mighty Warrior and at the end because he agree to work with God,his true star and beauty radiate the entire Isreal, Thereby changing the mentality that the Israelite have on his clan.
I call you a Prince/Princess because, I see in you what you don't see with the help of the HolySpirit.
And it will be a disgrace if you die one day and go back to your Father in Heaven and Realized that you have Disowned Him on earth already and accept the devil's royalty which will rot in hell.
#You_are_a_heavenly_citizen
#Your_Father_is_the_King_of_kings
#You_are_a_Prince
#You_are_a_Princess

@jaysteve

Objects of Worship

#You_need_this

When the object of your boyfriend's commitment is beauty,shape and form,when those things are not there,change is constant to you.
Same apply to those believing your vision. The day the vision crash they go but as long as the vision stands they dont care if you die,because they know it will help them achieved something.

That is why some ladies marry and say,I know why I marry him,as long as the object of there commitment is alive which is "money" they dont care if the husband dies.

Most atimes we get relationship problems with our Pastors,friends,family and the people around us because our focus is on there vision or what we can gain from them and not person to person commitment which is true love.

And let me tell you something;
Do you know the pharisees and the Sadducees are not friends but when Jesus came they drop there differences and come together and fight Jesus.

That is how some people call friends are to you,
They don't love you,they dont care about your vision but when there is a bigger enemy they try to come close to you,so that you guys fight together and after that they go there ways.

We will not escape such people in our lives but we need to be careful how we open our mouths and talk to people.

Never show everything about you to every body that comes into your live,if not they will be same people that will come back and kill you tomorrow and take what you have.
Be careful,
Know those that are close to you,
Know the people that can stand by you.

So many people have thrown away those that are real friends to them because;
They feel they have no money,
They have not go to school etc.

May God give us eyes to see,who we should reveal ourselves to and who not to reveal ourselves too.
@jaysteve

HEROINE

HEROINE
She puts on the full armor of God,
to pray for her immediate family,friends,neighbour and her Future.

She studies very hard to pass her exams,
She knows her identity in Who she served,

She is focus and flee from gossip and backbite,

She has some much wisdom in her speech,

She corrects in love and not harshly,

She visits the Hospital to gist and pray with the sick,

She visit the orphanage and prisons to put a smile on there faces,

She is always ready to learn new things to improve herself,

She is recognized because of her good conduct and saying the truth,

She does not exposed herself to any man to devalue her,

She is always looking for solution to peoples problems,even if it will curse her pains or her life

She is soldier,with a different.
She is the lady that is reading this,yes you are the; 
  #Heroine

@jaysteve

RE-THINK

#RE_THINK

Come to think of it;
Is there any gods that has done what the God of the Christians has done in the world history?

Is there any gods that close the mouth of the God of the Christian and says you remain under me?

Is there any gods that make a way in the desert and make a way in the sea,if not the God of the Christians?

Is there any gods that created human beings and gave life to it,apart from the God of the Christians?

Is there any gods that knows the end from the beginning,apart from the God of the Christians?

Is there any gods that can save a nation that 7 nations gather to destroy in the world history but could not,apart from the God of the Christians?

If your answer is No,then I tell you that you are opportune and chosen as a Christian.

So Christians do you have any reason to backslide and go back to world,when you have study and also personally experience what this Incomparable God you are serving can do?

Listen!
Christians we have no excuse not to serve God the creator of the heavens and the earth,The only one true God in the universe. The irony is even if we serve Him or leave Him,we will still come under His judgement,So in as much as we have choice,
Our choices is limited by God's judgement because no matter our choices,we will still come under His authority and judgement.

And as Christians we know that our punishment will be great if we leave our God and follow other gods,because we know and we have thirsted the real God but because of our flesh desires we run away from Him.

Christians let us serve God with our all,because this thing called choice is making us do a lot of mistake in life,Let us focus on Jesus Christ as our Lord and Saviour and forget about any type of gods in this world.

Can't you see that they are called gods because they are many and not real, but yours is call God because,He is I am and no other is and can be Him.

Let us serve our God,wholeheartedly.

If a Christian goes to hell,is because He does not know His God.
@jaysteve

Jesus loves You

#Jesus_Loves_You
Jesus is the visible presence of the invincible God,
He is the Direct Radiance of God Almighty,
He is God Himself, Because He is God,
I believed in Him,He is my Lord and Personal Saviour,
I was wonderfully and Fearfully made in His likeness,
God is Spirit,so only those that are connected to His Spirit can worship Him,
My true Nature is Living a Christ like life,
He is my Mentor,
I want to be Like Him completely,
I dont Worship Him because I dont want to go to hell,
But I worship Him because,
How can I denied my true identity and my Creator,
I worship Him because He alone deserves my all and not just worship,
Worship God if not for anything but because He is your true God and your identity,how can a pot say to the potter, you are not my maker?
If you reason it well,
You will know that the devil only comes to steal,kill and destroy you,
Life is only in Jesus Christ the son of God,
Those He Predestined,
He called and those He called He Justified and those He justified He glorified.
Salvation is for all the earth,but only those that believed in Jesus Christ will be save.
Jesus loves you,
Never be confused by the devil scheme for your salvation is greater than food,clothes,shelter,pleasure and money.
Be focus and Keep a good relationship with your Creator.
Jesus Loves you.
Thank you for reading.
God bless you.

One Man/Woman is enough

#NOT_ALL_IS_YOURS_BUT_ONE.

A tire is always called a tire,and where so ever is seen by anyone,is still call a tire but the special thing about it all is they are all tires but they each have sizes and other features that distinct them from each other and therefore is only a foolish person that will for example;
1.carry a Trailer tire and put it for keke machine
2.carry a jinchin machine tire and put it for his/her jeep
3.carry a keke machine tire and put it in Toyota car

The example above shows that the person in question do that because,He/She refused to asked the manufacturer how to go about the car he bought,if the tire got bursted,and he also refused to read the manual to know what to do if the tire got any problem.

That is why today we have many Broken 
-Relationships
-Marriages
-and Homes 
Because a man/woman goes out a see a man/lady and just decided to get in a serious relationship without studying the bible to know themselves and ask God who created them whether they are meant for each other and because of that the devil used to have a hole to function in there relationship, marriages and homes.
Every guy/lady you see are all wonderfully and fearfully created by God,but the good news is only one is meant for the other,so that the two will become one in marriage. Simply because He/She looks like it does not means that He/she is the one for you.

Listen my brethren; the backbone of every strong relationship should be the God you serve because He created you and knows the best for you. 
Let your decision be back up by the Heavens,By doing that,if you cry out to God if any storms comes He will help you even though the storms will shake the bout you are in but God will still give you victory.

#happy_a_Christian
@jaysteve

The Voice of Yahweh to You

THE VOICE OF YAHWEH TO YOU NOW...

When you pass through the storms I am with you in the storms

When you pass through the waters I am with you in the waters

When you pass through the desert,I am with you in the desert

When you pass through hunger am with you in the hunger

When you pass through the hardship,I am with you in the hardship

When pass through the fire,I am with you in the fire

When you pass through trials and temptation, I am with you in it

When you pass through the shadows of death,I am with you in it

When you pass through through narrow way,I am with you in it

What blinds your eyes is,You often look at the mountain and forget about my existence

You keep worrying,which metamorphose and change to frustration and at the end you open your eyes and see more mountains which makes you to compromise your faith in ME.

I am Jesus and I am greater than any problem you pass through, If I created the Heavens and Earth,How big is your problem that is bigger than ME.

I told you in Matthew 28:20 that I will never live you even to the very end of the Earth.

Don't you know that your doubt and worries empowered the devil to act upon your life.

Repent and come back to me for I love you.

#happy_a_Christian
@jaysteve

THE TRUTH

#THE_TRUTH

We used to say that other religion used to jump the bridge,which is true but the HolySpirit makes me to understood that some of our Men of God used to jump the bridge too.
I know that you are wandering why?
I also wandered why too.
If you denied the activities of the HolySpirit, You are automatically jumping the bridge too.
Some Minister are so insensitive to the voice of the HolySpirit of God that they run there event and service under the Flesh for instance the HolySpirit will be saying stop this message and lead this people to prayers and they will be stubborn.
The HolySpirit will say Stop singing and teach and they will be singing,or Stop teaching and sing and they will be stubborn to it.
Likewise it applies to every Christian, Anytime you go against the will of God through His HolySpirit, you are not just jumping the bridge but you are witch/wizard(For the bible compare the sin of disobedience as witchcraft).
And some men of God jump the bridge by also teaching only one side of the bible for example they will be teaching you about the old testament and touch some parts of the new testament and refused to teach the Spiritual aspect because they themselves are not spiritual and the bible says God is Spirit and all those that  will worship Him must worship Him in Spirit and in Truth and the same bible says The men of the Spirit operate like the wind, Which means that if you go before God's presence you are not suppose to get bored to the extent of sleeping because if your minister operate like the wind as the bible says He/She will always makes you feel you need to repent.
You need to pray.
You need to know God more .
You need to sing through out.
You need God more than ever and
Always comes to you in the directions you did not expect. And unless your gathering becomes sweet like that,the church will always be too familiar to you and you will not even pray that, Sunday should reach.

Let's continued to pray for ourselves and our minister.

@jaysteve

Is_Generational_Problem_is_Real?

#Generational_Problem_is_Real

Many People today if you talk to them about there generation curses they tend to say that,they are free and no generational curse is attach to them oh follow them.
But if you are truely free why do you keep rolling in the same circle?
The bible says if the foundation is faulty what can the righteous do!,Have you ever sat down to really go deep on this and know why?
Well it is your assignment.
I don't blame people for where they are or what they do because most a times the devil have legal right in there families because there four Father's says to his idol that I and my generation will serve you and the irony is when Christianity came your Father's Father that accepted burned the charms and the idol and think that,he is save forgetting that,what he burned is only an idol representing the spirit behind the idol,so that means that the gods of your four father's still have legal right in your family,
do you know why?
When your Four Father's makes the deceleration he makes it with his mouth to the spirits he served and not to the charm and idol you burned, So for you to be free there is a need for the first born in the Family of your Father to go to God in prayer and Fasting and denounce and disagree with what your Four Father's have done in behalf of the entire generation,and thereby breaking every generational chain in the family,and the rest of the extended family will back Him up in prayers and setting up Jesus as the new Foundation of the Family.
Sometimes you see people behaving waywardly and foolish,Is not there fault and is not that they don't want to be right but there foundation is fighting them,Sometimes they pray and pray but they keep die-ing because the righteous can do nothing if its foundation is faulty. Make sure you deal with your foundation,is the root of your problems if you have not done that.
Be prayerful and asked God to show you the root of your Problem and direct you on how to deal it.
#happy_a_Christian
@jaysteve

People ask why?

#PEOPLE_ASK_WHY?

Why is it that good guys end up with bad ladies and bad ladies end up with good guys?
And is it possible for a good guy to end up with good lady if yes why?

The reason why bad guys end up with good ladies and vice  versal is because though bad guys/ladies are bad but they are real to themselves, a bad guy will not see a good girl looking Beautiful then he will hold his comments and same to the bad ladies,They say what they feel and tell you what they see,so at the end they end up together, even though one party will still be boring to the other party.

Secondly it is possible for a good guy/good lady to be in relationship and end well,Do you know why?
Because of openness and being real not fake in the relationship.
If the good guy sees that his babe or wife is looking good,he should pour all the lyrics without holding some and if the good lady sees that the guy is good she should also pour all the lyrics she knows on the guy,Stop using Religion to kill your relationship, like 
Ahhh
If I told her what I feel she will say I am bad and if I tell him what I feel he will say I am bad.
Listen Christianity teaches us to be real and not fake and also to be open. Why do you pray and tell God all the good words you know then it will come to your relationship with people or your boyfriend/girlfriend or wife/husband and you lie to yourself. 
Truth keeps relationship and make it fun but lie tears down relationship.
If we correct ourselves and always be truthful am telling you we will not be sad.
See Solomon in the bible now, and read songs of Solomon and you will see where Solomon and His queens are exchanging lyrics.
#happy_a_Christian
@jaysteve

WHO_ARE_WE

WHO_ARE_WE?

I was meditating on something this evening I came to understood something about How a princess/Prince behave,and I came to know that Anytime they are going out to any where,there Father the King must give them escort and make sure that they drive the best car and I understood again that, sometimes the King will not give them the best car but allow them to trek or maybe take a taxi but still with guards even with all the cars in the house.
Then I ask myself
Does it means that He is wicked?

And I understood that He was not wicked but training them on how to relate with the poor and the people they rule and how to get wisdom by asking Him questions if they are back

And the HolySpirit told me this is How we are suppose to relate with God who is the King of kings. that is why the bible says we are children of God. And anytime we go out without His knowledge and His Angels,we stumble into problems.
Keep in mind that your Heavenly Father is a King and for the fact that He is a King,You are a Prince/Princess and He don't expect you to behave waywardly.
#happy_a_Christian
@jaysteve

WHAT IF?

#WHAT_IF

what if you just finished immortality then on your way out,Earthquake comes and the building collapse on you?

What if you just had a misunderstanding with someone and you went with the heart to kill him/her and you die in a motor accident?

What if you felt so strong to tell someone Jesus loves you but you ignored and the next   thing you heard was that he died?

What if you are just angry at someone for no reason and on your way to walk you step on a stone and died?

What if you went to party and a misunderstanding came up,so they kill some people and you were among?

What if you just had sex to keep your relationship,then the next morning as you wake up,they start crisis in your area and at the process you and the guy died?

What if you are lsuppose to help someone close to you or far away from you and you end up ignoring and he/she died?

What if because of your actions,100 souls you are suppose to save go to hell?

What if in the church you look innocent and outside you are evil and one day death cuts up with you?

Your life on earth is just temporary and not permanent and therefore everything is Permit-able  but not everything is beneficial. 

As you live your life, have it in your head that one day your life will be call and you will give an account of what you have done to God.

Repent from your sin and go back to God for what is life without God?
Useless

The sin you see as small lie. Can take you straight to hell,So be careful.

#happy_a_Christian
@jaysteve

Are_Ladies_important?


Are_Ladies_important?

God call a woman a suitable Helper for Adam.

Reason is because;
Among all of creation apart from God only a woman gives man joy

A woman is the best companion of a man

No matter how man cooks well,He prefers that of a woman

No matter how many guys complement a man,one complement from a woman makes all the complements worth the complements, thereby amplifying the complements

A woman can stand in the gap for her family and God will hear

A woman makes the home worthwhile

A woman supports her husband where he can't reached

A woman can make a guy to be responsible

A woman can make a guy to be irresponsible

A woman can make a church grow and a woman can make the church die

A woman can make a nation good and can crumble a nation 

A woman is powerful in her place and a guy is also powerful is his place

God brought the two for greater achievement and not destruction.

In as much as Women are weaker vessels, they have there role to play in the making of the society and country to the world at large.

#happy_a_Christian
@jaysteve

WHERE_THE_ENEMY_STRIKES

WHERE_THE_ENEMY_STRIKES

The devil is always ready to bring us down in the little hole we give him in our lives.

Samson was meant to deliver the people of Isreal at that time from the Philistines, but the problem was he love Delilah the prostitute,in which at the end lead to His capture,but the amazing thing was when he repent at the end,God forgive him and he kill more when he died than when he was alive.

Moses own was a little anger that makes God took his life thereby not entering the promise land.

Jesus overcame all His temptation, Job overcame all his temptation,Joseph overcame all his temptation,which shows that if you overcome your temptation,the devil have no way to deal with you because you are an overcome in Christ and in other way the temptation you fail to overcome becomes your weak points,So anytime the devil wants to get you,he does that through the same temptation you did not overcome.
So as a believer of Jesus Christ, Overcoming your temptation is necessary.

#all_to_Yahweh
@jaysteve

WHY_LADIES_CRY_TODAYladies

WHY_LADIES_CRY_TODAY

1. The guy the lady is dating is confused in essence ( He date her because of sex or because of her physical outfit or because of Friends Pressure,or because he wants to try and see which one is for Him).

2. The Foundation of most of today's relationship is either built on lust,sex and romance and not base on Heavenly back up.

3. Most relationship today breaks, because the both are irresponsible and they are dating each other,so who will correct who? since they are in the same level.

4.They accept and practice,what they see in TV,internet and what they hear on radio,so at the end it crumbles.

5. Fashion,Now the ultimate aim of fashion is to make you appreciate,Fashioned designed clothes on the Human body,which amplify beauty of the Human body,but it affects relationship by making the both people to concentrate on the outward fitness and forget about character, attitude and makes them to forget that as times goes by they will be old and that beauty will fade.

6. the bible says that we love Him because He first love us and also says God is love,So the relationship breaks because the both don't know love,and if you don't know love,How can you love?

7.Lastly don't awake love,when you are not ready for it,If not is stronger than you,So if you can't control it,it destroys you.

#happy_a_Christian
@jaysteve

Faith


#FAITH

Faith is like climbing pole without a ladder

Faith is like walking on air without any strong foundation to walk upon

Faith is like walking on an electric wire without a rubber

Faith is like jumping from a high mountain,without getting wounded

If this is what does,Does that means that Fear does not come?
Well the answer is No because Faith is the ability to overshadow your fears and work over because you are sure that the person you hold on to will not fail you.

And what if God decide that though you have faith in Him,you will fall,Does that means that God is wicked?

Well the answer is No!
Because If God allow you to die with your faith in Him,it maybe that you have finished your work or He will allow you to fall,So that your enemies will laugh and abuse the God you serve and in there front He will bring you back to life and they will be won over or destroy for laughing and coursing the God you serve.

Faith is very important in our lives,Shedrach and his two friends, Said even if God will not save us,We will not bow down to your image oh king.
That is the kind of faith that if you have even the devil,will salute you because at the end the 3 guys were elevated by the king and all the others have no say against them.
May God help us with that gift of faith in Him,because faith exempt you for greatness.

#happy_a_Christian
@jaysteve

Does_Heaven_Cry_Every_Second?


Does_Heaven_Cry_Every_Second?

The Lord have mercy,But I(jaysteve) had a dream on the 30/08/2018 around 12:00-1:00am in the night,which is the first early hour of the last Thursday and last day of the month of August in my dream,I was opportune to visit hell, Then I saw the devil, and I was shooked when i heard what he said,
The devil said that,Hahahaha! Hell is meant for me and my fallen angels,when God made man,he was far ahead and greater than me but I make man fall by making him to eat the fruit in the garden which God told them not to it,and said that he has enjoyed heaven and knows how heaven is that is why he have so much hatred for the entire human race and he will make sure he brings as much as he can to hell,after this then the next thing I saw was,I saw the devil seating on a man,then he said man will not come into hell and rule it because he is the lord of hell,he sat on the man as others are burning in the fire,then the devil said that the entire human race don't know that there mouth is fire,so what so ever they say come out with fire spiritually,either negative or positive and if they come to hell,they make hell more heated than it was and they don't know. the devil says I must win,I must win,I must win.
Brethren hell is very,very,very Real and close to you,more than the way you think,is not far away as you are thinking but very close that is why you can miss the road of salvation and move on the way of destruction.
Becareful;
What you do,when no one is there?
The little sin you do that you think is Notting,matters alot.
Sexual immorality is one of the portal demons get into the earth legally and operate,avoid it.
Masturbation for either ladies/guys,God hates it and it will lead you to hell.
Brethren, you know the act of the sinful nature you don't do and the ones you do,Try and overcome them,For God wants your 100% obedience and not 70 to 99% obedience that is why the bible says be perfect as your Heavenly Father is Perfect.
@jaysteve

Double Dating/Multiple Dating - Jay Steve

#Some_Benefits_for_Double_Dating 1. Double dating makes the lady to have more money while it makes the guy to have more sex 2. D...