Guide to a Data-Driven Supply Chain – Part 2: 4 V’s of Data for Logistics | Blume Global (2024)

Within the supply chain,bigdata lies at thecenterof every process, asset movement and decision made.Big data is often thought about in four parts, otherwise known as the 4 V’s: volume, variety, veracity and velocity.Aswe coveredin ourlastblog, when your organization successfully addresses the challenges of working with datain the supply chain, you will be able to unlock its full potential.

In the world of logistics service providers (LSPs), data is being created every minute—from an order first being placed, an unexpected delay, or a customer asking a question about the location of their shipment.For a logistics manager,understandingand utilizingbig data can either be the path to their organization’s success or stand in the way of it.

How Data Addresses the Concerns of a Logistics Manager

Logistics managers are tasked with heading overall operations within theirsupply chain, ensuring that all partners and processes areworkingoptimally.To do thiseffectively, theyneed insights into theiroperations and timely responses toarising issues and market trends.In this week’sGuide to a Data-Driven Supply Chain, learn how the 4 V’s of data can empower your logistics organization.

A. HighVolumesof Data

The first V of data isvolume,the amount of data that your organization has access to or possesses.In order to arrive at insights through technologies like artificial intelligence and machine learning, you need high volumes of data.Essentially, the more data you have, the more meaningful your insightswill be.

Within a logisticsorganization, data-drivendecisionsare key, as data can help you to makeknowledgeabledecisions and implement acost-effectivesupply chain.One examplein whichdatacan be strategically utilizedis inthe process forselecting carriers. Having keydata points like service levels by lane, tender acceptance rates, accessorial fees and other freight costswill help your organization choose the best priced andmost timeefficientcarrier for your shipment.

B. Variety of Data

AnotherV of data is variety,or different types of datasets.Introubleshooting when issues ariseor markets changeduring shipments,a wide variety of data will empower logistics managers to bestrespond.For instance, during holiday seasons, data from previous yearssurrounding number of orders placed,busiest order dates, most popular items and morecan informlogistics managers for how to best prepare fortheinflux.This information will empower logistics manager toadjustand scaleoperationsaccordinglyfor the holiday seasons, allowingthemtohaveconsistency in serviceandcontinue to providevaluefor theircustomers.

C. Veracityfor Your Data

The next V stands for veracity of data,or the trustworthinessof the data you gather.If the data that your supply chain organizationgathersis untrustworthy, thenyou will be unable to relay accurateinformationto your customers.As competitiongreatlyincreases in the world of logistics,providinghigh levels of customer service is all the more important.A key componentofthisfor a logistics manager is the ability torelayinformation regardingaccurate real-time tracking of shipmentstocustomers. Withreliable dataat hand, logistics managers will be able to confidentlynotify customers of expected delivery dates andunexpected delays.

D. Data Velocity

The last V of data is velocity,whichrefers to the speed with which your data is processed. Similar, to the topic of latency in data that we discussed last week, data is rendered useless if not received in a timely manner. In order to meet your customer’s needs for real-time data forshipping and delivery, the data needs to be quickly processed.Additionally,when logistics managersreceive data in a timelymanner,they canbetter prepare when unexpected delays arise.Oneexample, aweather alertfor amovingstormcan helpyouanticipatepotential delays in delivery to certain locations, initiate earlier communication with customers andprepare potential disaster plans.

Follow along on ourseries about a data-driven supply chain by checking out ourpastblog ondata challengesand reading our next onunexpectedsources of data.

Guide to a Data-Driven Supply Chain – Part 2: 4 V’s of Data for Logistics | Blume Global (2024)

FAQs

What do the 4Vs mean? ›

The 4Vs – the 4 dimensions of operations are: Volume, Variety, Variation and Visibility.

What is data driven approach in supply chain? ›

A 'data-driven supply chain' is supply chain quality management based on the collection and analysis of product information from every important point of production.

How to use big data to drive your supply chain? ›

Through the use of sensors, barcodes, radio frequency identification (RFID), and automated systems, supply chains in various industries are now able to collect a vast amount of data and information-a valuable resource for identifying areas for improvement in several SCM processes (i.e., demand management, purchasing ...

What are the 4 V's of data? ›

Most people determine data is “big” if it has the four Vs—volume, velocity, variety and veracity.

What is an example of the four V's? ›

They do this in different ways, and the main four are known as the Four V's, Volume, Variety, Variation and Visibility. A great example of this can be seen by looking at a fast food giant, such as McDonalds. They are a well known example of high volume low cost hamburger and fast food production.

What is an example of a data driven approach? ›

Uber uses data, matching algorithms, and prediction models to directly estimate the driving time and allocates the optimal driver through a process. Starbucks uses data analytics to know their customers' preferences and gather details about their purchasing habits.

What are data driven methods? ›

When a company employs a “data-driven” approach, it means it makes strategic decisions based on data analysis and interpretation. A data-driven approach enables companies to examine and organise their data with the goal of better serving their customers and consumers.

What is data driven vs model driven approach? ›

The data-driven approach talks about improving data quality, data governance to improve the performance of a specific problem statement. On the other hand, the model-driven approach tries to build new models and new algorithmic manipulations (or improvements) to improve performance.

What data is important for supply chain? ›

Transportation is crucial to any supply chain, and Big Data can significantly improve efficiency. Companies can identify the most cost-effective and time-efficient transportation routes by analyzing data from GPS devices, traffic patterns, and weather conditions.

How is big data used in logistics? ›

Big Data in logistics FAQ

By analyzing data from sensors, GPS devices, and various other sources, logistics companies can make informed decisions, predict demand patterns, reduce costs, and guarantee timely deliveries.

What are the five steps in the global supply chain? ›

The Top-level of this model has five different processes which are also known as components of Supply Chain Management – Plan, Source, Make, Deliver and Return.

What is the 4V theory? ›

The so-called "4V" refers to the marketing combination theory of "Variation", “Versatility ", "Value", and “Vibration ". Brand differentiation means that the brand occupies a special position in the minds of consumers to distinguish it from the selling point and market position of the competitive brand.

What is the 4V approach? ›

The 4C approach corresponds to 4C effects of Competition, Complementarity, Cooperation, and Compensation occurring simultaneously in intercropping.

What are the four V's of McDonald's? ›

The four V's stand for volume, variety, variation and visibility. These four attributes help define the differences between operations. This is how McDonald's operations are different compared to a Michelin star restaurant.

What are the 4 V's of marketing? ›

It's called the “4 V's” – Variety, Velocity, Veracity and Volume as outlined in David Amerland's book, Google Semantic Search. Good content marketing utilizes a mixture of quality content and the proper medium to find balance.

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