Internship Report

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Internship Report: Data Analysis for Direct Link Introduction Direct Link, owned by Post Nord provides personalized, global, and fully tracked delivery services, pick and pack, and fulfillment to each location globally. The main services that are provided by Direct Link include warehouse services, Nordic and global deliveries (Direct Link, 2022). I interned at Direct Link as a data analyst and this experience allowed me to sue my statistical, web developing, and SQL skills to execute the responsibilities that were assigned to me. I was tasked with presenting weekly reports and addressing external and internal requests. I was also responsible for updating and building two dashboards at Direct Link. Additionally, I identified, assessed, and proposed solutions to a problem that I identified at the organization. Ideally, Direct Link lacked proper knowledge documentation of the databases that the organization uses thus making it harder for new recruits and interns to learn the crucial activities and role that they should execute while at the company. With the help of other interns and employees, I helped implement a workable web-based search engine for the data collected using search engine and indexing. This allowed new recruits and interns access and utilize these documentations securely and easily. Being part of Direct Link’s workforce provided me with an opportunity of putting my academic knowledge to use. Direct Link is an organization that offers an educational and healthy environment to interns with an open-door policy which prompts the company’s staff to provide their best work. Therefore, working as a data analyst at the organization was a good experience since I dealt with significant data collected from the company’s databases. My internship as a data analyst is related to the overall work done by Direct Link since the company deals with large amounts of deliveries data. Therefore, the company needs to collect data on the deliveries made to different locations globally to understand the behaviors of their clients and determine which regions make the company the most profits so that they can capitalize on them. At the end of my internship, I gained new skills and sharpened my analytics skills. One of the important business skills that I gained is teamwork and effective communication. Working with large amounts of data often requires that a data analyst works alongside other data analysts and employees in the organization to ensure that they achieve correct analyzes on the data being analyzed. Therefore, is solving analytics issues, I learned how to communicate effectively with other people by approaching them for clarity on issues that I found challenging. I also became an excellent team player since I was working in teams most of time. Other skills that I gained during my internship are analytical skills. To study customer behavior, it is crucial to understand how to handle SQL, Python, and Tableau. Therefore, at the end of my experience, I had mastered how to use these tools in analyzing large amount of data. I also learned how to choose the correct tool for different types of data analyses. Inverted pyramid organization Direct Link boasts a massive workforce since it has many employees and staff that help handle the daily tasks of the organization. The company has a global and dynamic team that work in their offices in the United States, Hong Kong, United Kingdom, Singapore, China, Sweden, Germany, and China (Direct Link, 2022). See Appendix 1 for Direct Link’s inverted pyramid organization. Narrative Background an specific business of the company
Direct Link is a popular organization which develops borderless-commerce resolutions for worldwide deliveries and enhances the markets of their clients worldwide. This organization is a member of the Post Nord Group thus it integrates corporate responsibility with entrepreneurial flexibility. Since there are no standardized requirements in global deliveries, the organization does not settle for homogeneous solutions. Direct Link utilizes the large global postal network to reach their clients’ mailboxes in all regions globally. i. Global Deliveries Direct Link helps their clients find the best delivery choices to global markets. The organization takes care of global deliveries and ensures that the items that their clients have ordered are delivered to their mailboxes hence making such deliveries convenient and secure for the client and the company. Their clients get to achieve efficiency and reach of worldwide postal systems when they utilize Merchandise Mail Plus. Additionally, the organization ensures that customer communication is customized to their needs and is smooth. The organization also sends confirmation to business people and their customers when the company receives the item for further processing hence making delivery convenient for any business person’s customers. Ideally, when the items are very big for a mailbox, the organization sends them to a service point or local post office for collection. This makes it convenient for items to be sent throughout and outside Europe. Once the items arrive in the designated locations, clients are notified through their email informing them that their order is ready to be dispatched and delivered at their location. This ensures that the clients have a peace of mind and assured of their delivery and also minimizes the calls that they make to the business person’s customer service center. Direct Link’s website also provides a ‘Fully Tracked’ feature which allows business person to gain an end-to-end tracking of their deliveries to the main destinations globally and if demanded, the delivery confirmation. Items are often signed off by the clients-either at their office, homes, or service points. With Direct Link’s tracking system, a client and a business person knows where their items are every time, it is easier for a business and their customers to access this tracking systems regardless of the delivery options that have been provided. With worldwide shipping. Complications of customs are inevitable. Therefore, surprise surcharges, value-added tax (VAT), and duty are often existing and issues regarding customs could delay the arrival of a client’s item. Nonetheless, Direct Link offers good solutions on how these issues could be overcome. The company finds flexible solutions which are tailored to the sales strategy and shipment of a business person. ii. Nordic Deliveries Direct Link’s services rule in the Nordic countries. It delivers parcels straight and smoothly to the client’s mailbox or delivers the items to service points near the recipients. This makes it easy for the customer and the business person. The organization knows Nordic nations better since it is where the organization is the market leader and also their home turf. Direct Link does up to 2kg deliveries to the mailbox of a client making it easy for them and the businesses that they purchase items from. There is also a My Pack Home feature which sends products weighing up to 35kgs with consumer-friendly and flexible deliveries to the doorsteps of the end receivers. My Pack Home is a door-to-door and straightforward delivery alternative for e-commerce organizations wishing to reach clients in the rest of Europe and Nordics. For clients that prefer to collect their items at service points, Direct Link has developed My Pack Collect which facilitates the deliveries of parcels weighing up to 20 kgs. The company delivers to most areas in Europe since it has a significantly bigger distribution network which is constantly expanding.
iii. Warehouse Logistics Direct Link reaches a business’ clients quickly and gains peace of mind with the delivery services. This organizations makes it simple for business since when they send their items to Direct Link, they leave the rest of the delivery services for the organization. Ideally, when clients place their orders with a business, Direct Link picks, packs, and delivers them directly to clients in a quicker way. Additionally, a business person’s value added tax (VAT) and customs could be prepaid, making it easy for each person and eradicates sales challenges for a business person. The primary focus of Direct Link focuses on personalizing shipments and services and offers good customer experience for a business’ B2C and B2B clients. The organization aims to be a business partner to a business rather than being only a supplier. Businesses only need to tell Direct Link their requirements and the organization will find a good solution for them. Direct Link’s warehousing solution could assist a business in different manners. It takes good care of global delivers and ensures that items are delivered directly to a client’s mailbox, guaranteeing that the delivery is convenient and secure for the clients and the business. Moreover, Direct Link’s warehousing solution allows a business achieve efficiency and reach of the international postal system when a person uses My Pack or Merchandise Mail Plus. The organization’s commitment to their customers is to offer good package preparation services. For instance, the organization’s attention to detail ensures that a business gets loyal customers for their brand. Direct Link has warehouse spaces in the USA, Europe, and Asia. Besides, utilizing Direct Link’s Fulfilment service is a good option if someone does not want to handle shipping and if a business has gown beyond its current warehousing abilities. Depending on a business requirement while outsourcing, Direct Link does everything associated with deliveries and up to the degree that the business needs. By doing so, a business achieves better customer satisfaction since deliveries are made faster to local markets. Besides, the VAT and duties would be prepaid and the business could shift its focus to selling since Direct Link takes care of the returns and physical handling. It also ensures that a business does not require to hire their own equipment and employees, leading to fewer fixed costs. This service allows a business to save on their finances since the start-up costs are lower. Direct Link’s warehouse services also provide ‘Pack and Pick’ options. Primarily, the company generates pick lists from the organization’s integrated system. Picks items, and packages them in ways that are preferable by a business. During this process, Direct Link makes both inbound and outbound quality checks to reduce returns and claims. This solution is based on the business needs since it aims to give clients good experiences during the unpacking moment and at the delivery point. Direct Link’s warehouse logistics also provides delivery services by ensuring that a customer gets the most convenient and best delivery option and also handles returns. The challenges business experience at borders are easily addressed by Direct Link since it manages to deliver products worldwide. A business person’s products are then delivered directly to their client’s mailboxes, ensuring that delivery is convenient and secure for each party. By using the large worldwide postal network, a business could achieve both efficiency and reach regardless of where clients are located internationally. Besides, Direct Link recognizes the importance of having an excellent returns management policy and this is a major reason why the organization provides return services in international e-commerce hot spots. The company’s services could be adopted to match a business’s returns needs for destination, frequency, and speed. This service also makes it easier for a business to pint their return labels through the organization’s label
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printing software. Moreover, this service allows a business to hold power of their returns with updates sent daily. Department in which you performed your internship As a student studying business analytics, I worked at Direct Link’s data analytics department. The main responsibilities of this department include responding, questioning, and identifying data constituencies at the organization. This department also solves problems related to inquiries from Direct Link stakeholders, supplier clients, distributors, or client services to attain database integrity. The data analytics team also researches stock keeping units at the supplier and distributor levels to verify and identify the necessary required segmentation variables. This department also follows up with distributors by addressing product and client questions or inquiries. Another main responsibility of the data analytics department is creating extra tools outside client packages including standard queries, SKU lists, quarterly tables and internal tools. The last major role of the data analytics department is to apply tools including formulas, sorting, filtering, pivot tables, and VLOOKUPs to achieve data quality and integrity which exceed and fulfill the organization’s and their clients’ standards. Outline the work that you performed in the Company Main Duties i. Conducted industry and market research on logistics and cross-border e-commerce to determine industry and customer trends. ii. Evaluated Direct Link’s business processes, uncover areas requiring improvement, and develop solutions to these problems. iii. Provided the commercial and management team with quality industry intelligence and reporting at the city, country, and regional levels. iv. Devised strategies and methods to extract and obtain data to achieve business insights. v. Maintained, modified, and updated two web dashboards which displayed the uploaded information using tables and interactive charts which were coded using several JavaScript packages including Jquery, crossfilter, and Data-Driven Documents (d3). Several departments at Direct Link used these dashboards to track the number of deliveries that have been made, their clients, system utilization, and weekly performance. vi. Accommodated many forms of custom requests from clients and departments’ requests that comprised developing complex and customized SQL queries to achieve accuracy and precision of the retrieved information. vii. Organized and generated weekly analytical reports which went to Direct Link’s departments using Microsoft Excel and SQL. Weekly Reports My Pack Report This was the most crucial report that I worked on since it highlights visuals on customer behavior and provides a summary of deliveries data. This report is crucial because it was analyzed by Direct Link’s top management to gain business insights. The My Pack report was divided into the sections highlighted below. Geographical distribution and growth This section of the My Pack report contains a summary of the number of deliveries made across the Nordic nations, Europe, and the rest of the world. It provides a clear indication of the growth of deliveries made to each nation. Business’ web login activities
This section of the My Pack report tracks the log in activities of different businesses in Direct Link’s website since the day that they registered in the company. This information is crucial because it helps recognize which businesses access the organization’s website frequently. Marketing statistics This section of the My Pack report highlights the statistics on the number of businesses that gave Direct Link the permission to receive company advertisements and other marketing promotions. Notifications and alerts This section of the My Pack report illustrates the number of crucial alert messages and notifications generated by Direct Link’s system. For instance, badges, Usage Praise, AHI alert, and leak alert help identify red flags concerning the experiences of business people and their clients with the delivery services of the company. Access method This section of the My Pack report shows the number of electronic devices (mobile phone and computers) which business people and their clients are using to access Direct Link’s website and track their deliveries. Demographics This section of the My Pack report highlights the age, gender, and race of clients that have been registered in Direct Link’s systems for statistical reasons. Communication methods This section of the My Pack report comprises table with the total number of clients that have registered at Direct link and are using either email or text as a means of communication. It also shows the total number of each communication method status, that is, ‘confirmed’ or ‘disabled’. This information helps the top management recognize Direct Link’s clients’ preferred method of interacting with their systems. Deliveries Report I generated Direct Link’s delivery report by performing three different SQL queries. Once this process was finished, the information that was retrieved was formatted in Excel sheets. Deliveries reports are primarily utilized to track the organization’s entire deliveries progress by analyzing the number of deliveries that Direct Link has helped different businesses make to different regions within a week. Custom Requests In my internship at Direct Link, I was assigned thirty requests by my supervisor that was responsible for confirming and revising the outcome before giving them to the necessary individuals. There were two types of custom requests which I handled at my department. External requests When the data analytics department received requests from businesses, these requests were mainly for the objective of achieving a summary of the clients that a business has under them. This information helps a business understand and manage the behaviors of their clients according to the criteria that the business set for its clients. For instance, a business requested information on the total number of alerts sent to their clients in the past month and the total number of deliveries that the company made to Europe within the same month. Internal requests These requests could be used for exploring new opportunities or examining reported issues. Some of the internal requests that I handled included exploring the main reasons behind businesses opting out from receiving email or text notifications by examining the latest notification that the business received before they opted out.
Web Dashboard The key reasons of utilizing web dashboards are their capability of delivering updated interactive content securely and efficiently. During my internship, I was responsible for adding new features, updating, and maintaining two dashboards. Customer success dashboard This dashboard is used by Direct Link to summarize the organization’s activities and the number of business people accessing their systems. If a business shows a low score, the customer care at Direct Link contacts them to see how they can help them use their services better and improve their deliveries to their clients internationally. I was assigned to update this dashboard using the correct data from SQL servers and loading it to the dashboard website. I also helped implement several updates and changes to the dashboard and this needed me to modify the current SQL queries to accommodate new changes. Additionally, I made the required changes in Direct Link’s website’s java script and html codes to display new visuals and features. Deliveries account dashboard This dashboard is used by Direct Link to summarize important customer information including the business name, the number of deliveries that Direct Link has made to a particular business’ clients, and the account manager. My primary responsibility was to ensure that this dashboard stayed updated every week with the current delivery data. This was made possible by retrieving data from SQL databases and loading it to the deliveries account dashboard website. I was also assigned with developing a similar dashboard which enables any user to view Direct Link’s deliveries to certain locations with the capability of switching between the organization’s views and locations. I also helped add functions which enables users to export data tables to Excel sheets for a smoother and more straightforward use. Specific issue in which you worked on On my first week of the internship, I underwent a basic training on the organization, its services, and more specifically, the organization’s database structure in which I would retrieve data. The supervisor assigned to me did an excellent work in explaining and teaching several aspects associated with the teams, businesses, and systems which I would interact with. Moreover, the supervisor took more time educating me on the different fields and structures of databases. During this time, I realized that the organization did not have adequate detailed documentation associated with the databases. The organization was depending on its tactical knowledge and nobody was recording this information anywhere. Therefore, every time I wanted information on a particular issue relating with data analysis, I approached my supervisor for advice and clarity. Besides, if the supervisor lacked clarity in a particular area, I was referred to the software development team to obtain the correct information. I recognized that the company lacked documentation of multifaceted and large databases. Therefore, using my data analysis and business analysis skills, I proposed a workable yet simple knowledge management solution through the key procedures of mapping knowledge. My recommended solution comprised non-technical and technical components. Non-technical components comprise all non-technical and managerial steps while for the technical component, I resorted to using Lecene-a search library (full-text) embedded in Java that facilitates the addition of search functionalities in websites or applications. Lecene achieves this by adding information to full-text indices (Tan, 2022). Moreover, Lecene is crucial in the indexing of various types of text formats including HTML and text files. Additionally, Lucene allows an analyst to search every indexed information via a website interface. The main steps to be followed in the solution that I recommended for Direct Link are as follows.
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Step One Recognize the business problem. The problem that I identified at Direct Link during the beginning of my internship experience is the lack of appropriate documentation of the current databases. Step Two Gaining approval from the required top management. To achieve this, I presented the top management with the advantages that Direct Link would enjoy by addressing the documentation issue. This is a crucial step when trying to implement new policies and while attracting some staff from their duties. Step Three Develop a knowledge management team which researches the existing issue and helps create and implement the solutions. This team was created by selecting a member from every department who was impacted by the lack of knowledge documentation issue. Step Four Problem solving commences. The team that was developed in step three began the problem- solving process by analyzing current documents and recognizing which information is missing in the databases. Step Five Recognize knowledge experts of Direct Link’s databases. Step Six Determination of the best strategy of converting tacit information to explicit information according to availability of the individual who possesses this knowledge. Several methods would be used to collect data, that is, requesting individuals to present any documentations which they developed and have not shared with anyone on the organization, electronic forms of data collection, or through personal interviews with Direct Link’s employees. Step Seven The data that was collected and knowledge documentations would be digitalized and recorded in a Lecene supported format. Step Eight Apply Lucene to recorded and digitalized files to make them searchable by indexing them. Step Nine Develop web interfaces for easier access and search of documents through Apache Lucene. Step Ten Direct Link’s staff members were asked for feedback on the offered services allows the management team to enhance knowledge-based systems over time. Importance of Proper Documentation at Direct Link Developing appropriate documentation for knowledge on data and business analysis was a insightful experience because I participated in the implementation process by recommending a workable process of implementing this documentation. Proper documentation is crucial since it helps minimize information errors in the company, hence improving work accuracy and work efficiency. Secondly, proper documentation at Direct Link would also help reduce the time used to train interns and new recruits thus leading to increased productivity. Lastly, correct documentation at Direct Link is crucial for legal liability. Since Direct Link deals with various business people and clients and handles different types of delivery documents, appropriate documentation is crucial when faced with legal problems. Analysis and Evaluation
Main Lessons from the Internship Lessons on Data Analytics The first lesson that I learned concerning data analytics is that if any analysis could be performed by a Pivot table, then it is ideal to use it. Ideally, if the data in the Excel sheets require structural changes, then it is useless to perform an analysis manually. Stangarone (2014) explains that Pivot tables are convenient because they are simple, secure and easy to access. Pivot tables also ensure that data remains intact. Moreover, if data can be analyzed using the Pivot table, then it is illogical and unnecessary to use R or Python. Secondly, I learned that a data analysts should ensure that tabular analyses in spreadsheets are flexible. While using either SQL, R, or Python to perform analyses, a data analyst may need to import the analysis outcomes to spreadsheets before sharing them with their colleagues. However, if a data analyst decides to present the analysis results in tabular forms, the analyst should make structural adjustments. In most cases, an organization’s employees would want to conduct further analyses or check the data. Nonetheless, if the data on tables had been adjusted manually by different people, then it would be challenging for other people to work on it. Hence, the key lesson that I learned in my data analytics internship experience is tabular data should be flexible by avoiding regular manual structural changes. Lessons on Writing SQL First, I leaned that a data analysts should reduce SQL running time but ensure that they do not over-optimize. The tables that data analysts handle might contain millions of columns and rows and distinctions in syntaxes could increase the computing time by extra minutes, particularly when these queries must be run frequently. During my internship, I discovered that a data analytics could explore two different directions. The first direction which could be explored is selecting an inefficient table. For instance, while at the internship, I wrote a query which could be done by selecting one of the main columns-one column contained 200,000 rows and the other column contained 1 million rows. I selected the 1 million rows column because I assumed that the codes would be easier since it only required fewer relative tables to filter the data. Nonetheless, this strategy took six extra minutes. The second direction which a data analyst could explore is tuning the syntax. Secondly, I learned how to determine whether the SQL query results are correct. When a data analyst queries inaccurate data, they might make wrong suggestions from the incorrect analysis hence reducing their credibility in the team. Therefore, the ability to achieve correctness of data is one of the most crucial roles of a data analyst. Typically, there are different ways of getting comparable data. Therefore, to check the correctness of data, I used to examine other tables and previous data to determine whether the query results made sense. Thirdly, I learned the importance of attaching the original SQL codes that I used to query data while sharing my analysis results with others. This is important because incase a query is complex, other employees would need to confirm the correctness of the code. Secondly, attaching the original SQL codes is crucial when the manager or team members wish to perform further analysis on the work that you have done. The last and most important lesson that I learned about writing SQL is understanding the database schema. Before writing any SQL code, a data analyst should comprehend the tables that contain the data that they want, the main keys, and the default forms of data. For instance, if the data that a data analyst wants to analyze categorical data (often uses abbreviations), they need to understand the meaning of each abbreviation. Additionally, the most essential thing that a data analyst should comprehend is the relationship between different tables since it helps them write
excellent SQL codes. The one thing that surprised me the most in my internship experience was that Direct Link has many tables in their databases (over 100). The intricacy of data schemas is subjective to products and businesses. Some organizations have over 150 tables while others have only 20 tables. Hence, I believe that the most crucial thing that data or business analyst should study at the beginning of their job is the data schema to comprehend that the data is connected and constituent. Lessons on Presentation and Communication The first lesson that I learned about presentations is explaining data sources. When presenting data to an organization’s top management, a data analyst needs to explain the data sources due to various reasons. To begin with, this helps the management and other employees understand data schemas and allows them to assess whether the analyses match with the data sources. Secondly, allows other colleagues to recommend other sources which the data analyst would not think are crucial for their research. Thirdly, explaining data sources helps the senior colleagues in the organization determine which data was exempted from the data schema yet they would be beneficial to the project. The second lesson on data presentation that I learned is comparing figures with industry standards. It is crucial to attach comparative figures while presenting data since if you fail to do so, it would be difficult to understand the data. Thirdly, I learned the importance of explaining the denominators while presenting data in percentage. My supervisor constantly asked what the denominators meant when presenting data in terms od ratios. Therefore, it is important to explain the meanings of denominators if the data is in ratio or percentage form. Lessons on Building Dashboards The main lesson that I learned about dashboard building is drafting and communicating frequently before creating a dashboard. One of the major responsibilities that I executed during my internship at Direct Link is making and updating weekly dashboards. The most crucial factor to consider while building dashboards is communicating frequently with the executive team, managers, and teammates. At Direct Link, we utilized Metabase to create dashboards (See Appendix 2). If the final dashboards are not what the company needs, a data analyst might waste their time writing unnecessary scripts or arranging layouts if they are using Metabase. Henceforth, the most crucial principle while building dashboards is communicating with the company’s entire staff and drafting the dashboards before building them. Interaction with other Employees One of the key skills that I adopted during my internship at Direct Link is open communication through the help of other employees and interns in the organization. At the beginning of my internship, I was nervous and intimidated to ask for clarity and questions regarding data analysis since I did not want to acknowledge that I had little understanding on some analytics areas. Fortunately, I got over this fear and started asking my supervisor and other colleagues questions on the areas that I did not understand and this marked the beginning of invaluable learning. I discovered that other employees and my bosses appreciated when I asked them for clarity on an issue and they were more than open and friendly to answer and give me clarity. If I did not work with these helpful and cooperative individuals, I would have remained intimidated and anxious to ask questions on the areas that I did not understand. This experience allowed me to see the importance of having excellent communication skills and how they are important in impacting an individual’s working relationship with other employees. Moreover, since the employees at Direct Link were friendly and warm to interns, I gained people and interpersonal skills. I learned the importance of creating work relationships with other people
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and how to interact with the company’s clients. From the beginning of my internship, I received understanding and respect since I was treated more like an employee rather than a mere intern. I was involved in making crucial decisions and implementing important systems in the organization. Overall performance and quality of work produced During my internship as a data analyst, I helped produce quality work and analyses regarding client behavior. I helped many of Direct Link’s clients understand the purchasing behaviors of their clients from the number of deliveries that has been made to their clients worldwide. Besides, this information helped our clients determine which locations they should ship their products more to increase their profitability. Another area that I significantly impacted is the creation of solutions to address the existing problems that were existing in the company. This solution helped many new employees and interns access these knowledge databases to understand how to perform some of the key functions of the company. Another area that I greatly impacted was following up with distributors and businesses concerning product and client questions. For instance, I would determine the trend of a business deliveries to their clients over a given period and if I identified any reductions in the deliveries, the information would be used by the customer care team to follow up on the business to determine what is causing their deliveries to drop. In the same context, we would study client’s behavior to determine which periods they purchase many items by analyzing data and determining the highest number of deliveries that have been made to clients during a period like summer. Such information is crucial in gaining business insights since the top management would understand and know which seasons, they need to capitalize on delivery services to increase their profitability. Conclusion Being part of the workforce in a successful logistics company gave me an optimistic and different perspective on the importance of data analysis is any business. My internship experience at this organization provided me with a transparent understanding of data analysis and the various tools that companies use to analyze data. Having the ability to employ several technical skills including SQL and web development, alongside the statistical understanding of handling the responsibilities given to me, gave me the confidence that I could be a great asset in the data analytics sector. This internship experience made me more interested in pursuing a career in this field because I enjoyed working with different types of data and as mentioned before, I have become more confident in my analytical skills and abilities. As I go to the outside world, this internship experience was a good start for my professional life. I learned the responsibilities of working hard, dressing professionally, showing up to work on time, and seeking help from my supervisors. Internship helped me reinforce my knowledge of ambition, drive, focus, and responsibility. Practical experience is excellent and internships are good since they give interns the hands-on experience that they require to advance their careers. This internship experience helped me embrace the importance of quality internships in developing the skills that a student cannot get in school. Such skills include dealing with deadlines, dealing with diversity, communicating with other employees, and multitasking. Besides, the internship gave me the opportunity of networking with other individuals in the data analytics industry. I would advise a student applying for any internship opportunities to select an internship at an organization that they would enjoy working. This is a crucial factor because an internship could be a lengthy process if a person decides to work at an organization that they do not enjoy
working at. Secondly, I would advise them to take time and be intentional about learning key professional issues at the internship that they are in. this could be achieved by setting goals that they want to meet at the end of their internship and ensuring that they meet them. Lastly, I would advise new interns to stay professional but also interact with their colleagues so that they can learn from them and gain the necessary information that they should have gained during their internship. This will also help them build lasting professional relationships with people that would help the later while seeking employment opportunities.
References Direct Link (2022). What we do. https://www.directlink.com/ Direct Link (2022). Careers. https://www.directlink.com/careers/ Metabase (2021). Metabase 0.41. https://www.metabase.com/releases/2021-10-06-Metabase- 0.41 Stangarone (2014). 3 reasons your pivot tables belong on the web. https://www.mrc- productivity.com/blog/2014/05/3-reasons-your-pivot-tables-belong-on-the-web/ Tan, K. (2022). Basic Concepts. https://www.lucenetutorial.com/basic-concepts.html
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Appendix Appendix 1 Inverted pyramid organization Appendix 2 Metabase 0.41 (Metabase, 2021) Clients Staf Executive Team CE O