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642-655 - WAASFE-Wide Area Application Services for Field Engineers - Dump Information

Vendor : Cisco
Exam Code : 642-655
Exam Name : WAASFE-Wide Area Application Services for Field Engineers
Questions and Answers : 71 Q & A
Updated On : December 17, 2018
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642-655 Questions and Answers

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642-655 WAASFE-Wide Area Application Services for Field Engineers

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642-655 exam Dumps Source : WAASFE-Wide Area Application Services for Field Engineers

Test Code : 642-655
Test Name : WAASFE-Wide Area Application Services for Field Engineers
Vendor Name : Cisco
Q&A : 71 Real Questions

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Cisco Cisco WAASFE-Wide Area Application

Cisco Unites SD-WAN and safety to address the new Cloud edge | killexams.com Real Questions and Pass4sure dumps

LAS VEGAS, NV, Cisco associate Summit—November 13, 2018 — Cisco is unifying its safety and software-described wide enviornment community (SD-WAN) technologies to support groups embody the cloud quicker with alternative and confidence. 

The WAN is undergoing an intensive transformation. nowadays, organizations host their applications in distinctive clouds – public, deepest and SaaS. the manner americans work has also changed; personnel join from coffee shops and airport lounges, as a substitute of just the workplace. Now, agencies must depend on the internet to connect clients to business-important applications. This has resulted in a new Cloud aspect – the intersection of networking and security.

until now, SD-WAN solutions have compelled IT to choose from utility experience or safety. by way of evolving its SD-WAN portfolio, Cisco is addressing the brand new realities of the Cloud side. Cisco SD-WAN can aid IT bring greater software experiences and make clients more productive with unmatched simplicity and scale. And now, greatest-of-breed security will also be with ease enabled anyplace it is needed, from the branch to the cloud.

“The emergence of the new Cloud facet is disrupting our consumers’ network and safety architectures. these days, each WAN equipment should become software defined and cozy,” talked about Scott Harrell, senior vice chairman and familiar manager, commercial enterprise Networking at Cisco. “Cisco’s SD-WAN makes it handy for valued clientele to get the very best of networking and protection. we're constructing a bridge to a brand new company world that speeds our shoppers’ capability to liberate the vigour of the cloud — quicker with much less possibility.”

Cisco SD-WAN: basic, at ease, Scalable

Cisco SD-WAN is built to handle nowadays’s most pressing considerations, yet bendy sufficient to address the challenges of day after today. New improvements encompass:

  • Fusing protection with SD-WAN: From utility-aware enterprise firewall and intrusion prevention, to URL filtering, superior protection is now integrated into Cisco SD-WAN contraptions and managed via a single pane of glass. And Cisco SD-WAN is all powered through Talos, the trade’s most powerful cyber threat intelligence solution.
  • Simplifying Cloud protection Deployments: by using integrating Cisco SD-WAN with Cisco Umbrella, entry to malicious locations will also be blocked before a connection is ever established.
  • applications experience: Cisco has partnered with Microsoft to increase the office 365 application journey for clients. unlike different vendors, Cisco SD-WAN screens in actual-time all accessible paths to the Microsoft office 365 cloud. the usage of Microsoft workplace URLs, Cisco is additionally able to verify the closest cloud, leading to up to 40 percent sooner efficiency for clients.
  • Open and Programmable: With open APIs, Cisco SD-WAN offers provider suppliers and partners the possibility to create interesting new features. To aid developers and community engineers innovate, Cisco DevNet has created new SD-WAN discovering labs and sandboxes.
  • New SD-WAN Infrastructure: With the area’s broadest SD-WAN portfolio powered by way of Viptela and Meraki, Cisco is offering even more options for purchasers with two new built-in functions Routers (ISR) designed for small and big department workplaces.
  • quick delivery provider: Cisco is additionally helping shoppers accelerate SD-WAN deployments and reduce risk via a new SD-WAN brief birth service.  For a fixed-fee, clients get access to far off implementation and capabilities switch capabilities to streamline tasks. 
  • convenient to purchase and manipulate: Cisco has made it less complicated to consume and manage the new solution. both the community and safety can be bought through a single license model and managed via a single interface.
  • Availability

  • Cisco SD-WAN security and Microsoft office 365 software: beginning Q4CY2018
  • Cisco ISR 1111X-8P and 4461 are available now
  • extra supplies

    About Cisco

    Cisco (NASDAQ: CSCO) is the international technology chief that has been making the information superhighway work seeing that 1984. Our americans, products, and companions support society securely join and seize day after today's digital possibility these days. discover more at thenetwork.cisco.com and observe us on Twitter at @Cisco.  RSS Feed for Cisco: http://newsroom.cisco.com/rss-feeds

    # # #

    Cisco and the Cisco brand are trademarks or registered emblems of Cisco and/or its associates within the U.S. and different international locations. a listing of Cisco's trademarks will also be found at www.cisco.com/go/emblems. Third-celebration logos mentioned are the property of their respective homeowners. the use of the word companion doesn't imply a partnership relationship between Cisco and some other business.


    New software From Cisco goals CIOs dealing with Complexity | killexams.com Real Questions and Pass4sure dumps

    Taking its cue from chief advice officers, Cisco systems Inc. on Tuesday unveiled new networking utility with baked-in safety facets, a move aimed toward enabling agencies to join a ways-flung laborers to key business functions – whether or not they’re within the workplace, a espresso store or an airport lounge, Cisco officials observed.

    The enterprise’s new utility-described vast area network technology, or SD-WAN, is aimed at assisting CIOs who are struggling to convey IT techniques which are attainable to employees devoid of being liable to cyber assaults, talked about David Goeckeler, government vice president and prevalent manager of Cisco’s networking and safety company.  

    To provide equipped entry to enterprise tools and facts, a transforming into variety of CIOs are counting on a mixture of public and private clouds, on-premise facts facilities, the information superhighway and other networks, many of which they do not control, Mr. Goeckeler advised CIO Journal.

    As such, he provides, they could no longer deal with safety as an “after-thought” via layering it on appropriate of particular person instruments or functions.

    “rather than inserting protection into the present community, the community has to become part of the security architecture,” he mentioned.

    security features built into Cisco’s new SD-WAN application encompass utility-mindful enterprise firewall, intrusion prevention, and URL filtering, among others.

    The application, which could be covered in some Cisco routing devices and may be enabled in others, requires a subscription license, with ordinary fees in response to carrier bandwidth.

    The flow is a component of an ongoing strategy shift at Cisco, which in the past has relied on one-time income of router, switches and other networking machine.  

    Chuck Robbins, Cisco’s chief govt, said its new strategy displays the reality faced by way of CIOs and the manner groups are leveraging digital technology.

    “the realm they’re in nowadays is extra complicated than what they expected,” Mr. Robbins observed, citing multi-cloud systems, tons of of application-as-a-service tools, data analytics and an “explosion of connectivity,” as greater groups seem to digital capabilities for an area over rivals.  

    “That transition is so important to our purchasers it allows for a shift in our enterprise model,” Mr, Robbins talked about.

    There are signs that increase its application business is paying off. Cisco in August reported its third-consecutive quarter of profits increase, following two years of declines.


    Cisco updates SD-WAN portfolio with new protection points | killexams.com Real Questions and Pass4sure dumps

    Cisco on Tuesday rolled out updates to its utility-described broad enviornment community (SD-WAN) portfolio. The networking giant spoke of the updates purpose to bridge the hole between safety, flexibility and consumer experiences.

    among the key updates, Cisco mentioned it be integrating application-mindful commercial enterprise firewall, intrusion prevention, and URL filtering into Cisco SD-WAN devices, even if Meraki or Viptela. Cisco is also integrating SD-WAN with Cisco Umbrella in an effort to make it less difficult for customers to dam malicious locations earlier than a connection is dependent.

    Cisco is additionally expanding its partnership with Microsoft to bolster the Office365 utility adventure for joint clients. certainly, the usage of Microsoft office URLs, Cisco SD-WAN might be able also to investigate the closest cloud, resulting in up to forty p.c sooner efficiency for users, the company referred to.

    in the meantime, DevNet, Cisco's developer application, is introducing new SD-WAN learning labs and sandboxes to give builders entry to Cisco SD-WAN's programmability. ultimately, with some pricing and structure tweaks, Cisco is making it so customers should purchase each community and protection via a single license mannequin and control them through a single interface.

    old AND linked coverage:

    Cisco adds analytics to its WAN offerings

    A pair of items from the networking colossal permit administrators to run the guideline over their WANs.

    Cisco to acquire SD-WAN startup Viptela for $610m

    Cisco has agreed to acquire Viptela in a deal value $610 million to raise its SD-WAN portfolio and speed up its transition to a subscription-primarily based business model.

    Cisco broadens Tetration analytics attain to information middle, cloud security

    Cisco's plan is to take the visibility from its Tetration platform to stronger predict and suggest on safety threats.


    642-655 WAASFE-Wide Area Application Services for Field Engineers

    Study Guide Prepared by Killexams.com Cisco Dumps Experts


    Killexams.com 642-655 Dumps and Real Questions

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    642-655 exam Dumps Source : WAASFE-Wide Area Application Services for Field Engineers

    Test Code : 642-655
    Test Name : WAASFE-Wide Area Application Services for Field Engineers
    Vendor Name : Cisco
    Q&A : 71 Real Questions

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    Help! My Isolator Is Taking Too Long To Degas — What Should I Do? | killexams.com real questions and Pass4sure dumps

    By Herman Bozenhardt and Erich Bozenhardt

    Probably one of the most significant developments in sterilization and aseptic practices in the pharmaceutical business is that of vaporized hydrogen peroxide (VHP) as a contact or “cold” sterilizing agent. The use of VHP in contained environments has allowed us to decontaminate working spaces, equipment, and materials and has led to the development of the reliable isolator. This application has led to many years of success and provided assurance that aseptic handling and filling operations are microbial-free. In this article we will focus on filling isolator systems and equipment. Since the use of this technology began, we have been singularly focused on sterility by maximizing injection rates and saturation levels and assuring media fills are successful in qualification testing.

    Another evolution of this technology is the size, complexity, and diversity of isolators the VHP has been applied to. Originally isolators were “boxes” or “cylinders” with lots of injection nozzles and a simple HEPA exhaust scheme. Today the isolators have increased in size so much that the height and width require more nozzles and greater reach across the fill deck. In addition, we now have isolators with seven to 13 sections, with multiple right angles to adjacent sections where each section can be 10 to 20 meters long, and with several auxiliary docking sections. In all these cases we compensate with more VHP injection because we need to ensure successful media fills.

    New Reality

    As this expansion of VHP use and isolator complexity evolves, we have driven ourselves directly into the newest class of drug products and have “hit the wall.” We have discovered many new therapies that are classified as “ultra-low” potency products (in the microgram and nanogram per ml), biologicals that are sensitive to VHP (and any oxidizer in the vapor phase) and incompatible products (in some cases there was no prior testing or consideration for VHP interaction). In these cases, the residual VHP vapor in the isolator interacts with the open vial of liquid between the dosing nozzles and the capping station and oxidizes the API in the solution. This becomes a more severe problem with lyophilized products, where the liquid is exposed from the dosing needle through the fluted stopper and into the lyophilizer itself. This has had a major impact on new installations and CMOs as they acquire new business in their legacy aseptic filling isolators. In some cases, the residual VHP has attenuated product by 10 to 15 percent potency in standard fills and up to 25 percent degradation in lyophilized production.

    For the CMO, this often violates many of their standard practices and crushes their high confidence in their VHP cycle and media fill, and they must face the reality of many isolator changes and potentially reducing their VHP cycles. This also exposes a flaw: that some isolator VHP residual levels have never been understood, challenged, or questioned. In many cases with low-potency products or biologicals, we need to set the residual level from the 100 +/- ppm levels to as low as 10 ppb. Some may wonder if this achievable, and the answer is absolutely. However, some practices, equipment, and processes need to change, and for the better. We will now explore the process of degassing and removing residual VHP via aeration from the various commercial isolators.

    Wrong “Solutions”

    As we have dealt with these issues on a global level, we have found folks who think outside the box and approach the problem with more problems:

  • “Let’s just fill with a higher concentration.” This approach of concentrating the product and letting the degradation take its toll is foolish. That would require a change to the submission documents and show a lack of study of the compatibility of VHP with the product. In addition, the oxidation of the API produces a compound, and now we would have introduced a new impurity. The FDA would be very interested in this.
  • “Let’s increase the fill volume.” This is equally inappropriate, as the same issues as above will occur, with a degraded potency and more volume. The residual generated will be questioned, as will the manufacturing submission.
  • “Let’s just HEPA-ventilate until we get a good reading.” While this is a compliant solution, it results in a degassing that could take days or weeks to accomplish. This could have a devastating impact on product delivery and plant capacity. By using excessive fresh air ventilation, we are also stretching the service life of the internal HEPA filters while increasing the operating cost geometrically. The air handling unit (AHU) and cooling costs will drive up the power load.
  • “Let’s see if we can cut back on the validated VHP cycle and see what happens.” This is a risky approach, since any change to the process would require a change control and re-execution of media fills. Without any engineering changes, this is a gamble at best.
  • The Best Solution

  • Recognizing VHP and its residual exist and could impact the product is the first step in avoiding a problem. It is important to use the product and run VHP compatibility tests, challenges, and fill trials to gather data and understand the impact before the fill is tech-transferred into the isolator site/environment. This should be done in a pilot plant or, at worst, in a “development” mode with the isolator. This would allow data to be gathered, a judgement reached on impact, and a rational design executed before the fill tech-transfer. This would provide parameters for the residual ppm or ppb of the VHP, the degassing time, and any field-based modifications needed (options below). The careful design of the cycles (both VHP and degassing/aeration) and understanding the VHP levels, temperatures, relative humidity, velocity of aeration, air change rate (ACR) in the isolator, and point HP values via instrumentation is invaluable. A virtual 3D model of the residual VHP generally allows pinpointing the key VHP source. This proactive approach saves time and money and allows for the selection of a best economic solution, which is a tradeoff of engineering technologies and degassing time.
  • Field-Based Solutions

  • One of the most common and overlooked problems is liquid pooling in certain areas above and below the fill deck. However, you will never see this at the brief factory acceptance test  (FAT), but after several in house VHP runs a gasket, opening, port, or other point allows moisture collection and it will contain dissolved HP. A careful study of the unit during and directly after the VHP routine (of the equipment, the deck, and below the deck) is usually the first step in troubleshooting.
  • The next key area to look for is the elimination of polymer-based materials inside the isolator, especially all platinum-cured silicon tubing. All polymer-based material absorbs VHP during the cycle and slowly expresses it, but at a rate that will continue to thwart the degassing. Some polymers are significantly worse than others. The focus is to maximize stainless steel and use Teflon, polyethylene, and polypropylene only when required. The most detrimental and absorptive polymers are Delrin, polyurethanes, polyamides, polysulfones, and polystyrenes. You must look carefully at the materials of construction of your tubing, filters, seals, gaskets, and other polymer-based components. This also includes the HEPA filters and mounting systems. The user needs to understand the materials in the HEPA filter frames particularly. In some CMOs, the isolators have HEPA filters on the return ducts/plenums. This is to prevent cross-contamination; these filters (polymers) can be removed if the product profile does not contain cytotoxics, potent compounds, or active biologics.
  • Along with the polymer-based investigation should be a careful review of the gloves, glove ports, and other interface seals. First check for materials of construction, and then make sure the gloves are all extended (fingers are not together) and have no obscured surfaces or cover a port of another polymer seal. Polymer surfaces trapped against one another can also trap and retain VHP and interfere with normal aeration/degassing.
  • The isolators have AHUs that control the air circulating from the isolator deck-level returns. These AHUs have cooling coils to control the temperature in the isolator section, which is primarily a cooling function. The coils are fed chilled plant water internally to cool the air drawn by the blowers, which pushes the air through the HEPAs back to the isolator for downward coverage of the vials. Since the AHUs are a major operating-cost contributor, they have been optimized for cost savings and minimum circulation and not for degassing. Rethinking design and orientation are needed to service contemporary product lines.
  • The coils are cold during normal operations and remain so during the VHP cycle (even if the chilled water supply valve is shut). The coils are an ideal place for water to condense, collect, and retain HP (dissolved hydrogen peroxide). Once pooled in this area, it could take days to evaporate the water and the HP. This is one of the most prevalent problem areas.

    In order for this area not to pool liquid and become the HP reservoir for the unit, the control system must condition the isolator coils for a post-batch/pre-VHP cycle. In some designs, there is no temperature control unit (TCU) for heating and the valves control the chilled water going into a recycle mode and slowly let the heat from the isolator and machinery warm the air stream. In a more contemporary design (see AHU scheme), a TCU provides either plant hot water or electrically heated water to elevate the temperature of the coils and the internals of the isolator.

    In this case, during the normal isolator-filling scheme the programmable logic controller (PLC) controlling the isolator AHU has a chilled water (CW) set point CT that has valve VB controlling the chilled water circulating (valves VA and VD are closed, and VC is open 100 percent). To prepare for the VHP cycle, the PLC needs to increase the temperature of the coils above the condensing temperature of the VHP (remember the coils and blower are upstream of the HEPA filters). This temperature should be 35 degrees Celsius and should be attained quickly. This will require a TCU to come online with its pump, shut VB and VC and open VD 100 percent, and control the temperature by actuating valve VA and putting the TCU mode to heat.

    The next step is to run the isolator VHP cycle, knowing the coils are heated. Once the VHP cycle is completed, the degassing should reinitiate the coil-heating cycle and drive the temperature of the entire isolator up and accelerate the degassing, making sure any residual VHP and water/HP evaporates quickly.

    As in all of these types of applications, a detailed time-based analysis of the PLC cycle is critical, as an inadvertent activation of a chilled water line, a wrong set point for a short period of time, or a valve sequenced incorrectly could be the root cause of the AHU problems.

  • One of the most worthwhile investments in an isolator is the VHP/HP absorbing catalyst that can be installed in the AHU. These catalyst systems are ideal to quickly absorb the VHP from the isolator during their recirculation mode. The key to efficiency of the isolator is its ability to recirculate air and only bleed in “make-up” air. The catalyst needs to be placed by catalyst experts in coordination with the isolator manufacturer for the correct location, air velocity tests, PLC sequence of when to engage the catalyst, and overall commissioning of the unit. This allows the isolator to run in its most efficient (re-circulation) mode and absorb/destroy VHP. This is ideal if it is done in the design of system. If this is done as a retrofit, the isolator will be taken out of service and should be re-commissioned, and re-execution of the media fills would be required.
  • Fan circulation of fresh air and recirculated air is another consideration. As mentioned above, the isolator typically runs in the mode of recirculation and reduced power consumption. The blowers are generally variable frequency drives (VFDs), and the PLC controlling them may not be programmed properly for maximum exhaust. The blower-controlling part of the PLC must insure the fans are in sync, not inhibited by the power management scheme, and able to generate an exhaust profile that flushes the entire isolator section. It is important to understand the fluid dynamics in the isolator, not only during the VHP cycle, but the degassing cycle as well. These are different cycles with different objectives, and while dwell time and distribution are key for the VHP injection and downward velocity of .36 to .45 m/s are key for filling, they do not necessarily work for the degassing/rapid air egress. The only way to assure ourselves the isolator is being degassed, not leaving “dead zones” or creating vortices that recirculate the air or another anomaly, is to perform a computational fluid dynamic (CFD) model of the isolator. We have too many situations where inadequate air turnover and dead zones are caused by equipment position, filling deck height, fan location, and areas not evacuated cleanly. This can also be true of the many “docking station” options. In the end, your understanding of the air velocities, aeration profile, and delta pressure across constrictions is key.
  • An alternative that is very effective, and also expensive, is the retrofitting of the filling system with a nitrogen “blow” into the vials, nitrogen backfill at dispense, and nitrogen blanket up to the stoppering zone. This does not improve the degassing; however, it protects the product up to a level. If done at the isolator design, the incremental cost is well contained. However, if done as a retrofit, it can cost several million dollars and delay operational use by a year. Another consideration is that relying on a nitrogen headspace to protect the product will impact the regulatory filing, as a new ingredient has been introduced.
  • In summary, troubleshooting of a degassing/aeration problem of an isolator requires a substantial amount of time, analysis, and patience. To reduce a VHP level in an isolator from 50 ppm to 50 ppb could take months. That is why nitrogen backfilling plus isolator CFD analysis, polymer elimination, and careful temperature control can mean the difference in over a year of startup time and higher capacity throughput.

    About The Authors:

    Herman Bozenhardt has 42 years of experience in pharmaceutical, biotechnology, and medical device manufacturing, engineering, and compliance. He is a recognized expert in aseptic filling facilities and systems and has extensive experience in the manufacture of therapeutic biologicals and vaccines. His current consulting work focuses on the areas of aseptic systems, biological manufacturing, and automation/computer systems. He has a B.S. in chemical engineering and an M.S. in system engineering, both from the Polytechnic Institute of Brooklyn. You can reach him at hermanbozenhardt@gmail.com or connect with him on LinkedIn.

    Erich Bozenhardt is the process manager for Integrated Project Services’ process group in Raleigh, NC. He has 12 years of experience in the biotechnology and aseptic processing business and has led several biological manufacturing projects, including cell therapies, mammalian cell culture, and novel delivery systems. He has a B.S. in chemical engineering and an MBA, both from the University of Delaware. You can reach him at ebozenhardt@ipsdb.com or connect with him on LinkedIn.

    Isolator image courtesy of ProSys


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    What is a Senior Data Visualization Engineer? | killexams.com real questions and Pass4sure dumps

    I was asked recently on twitter a question that I’ve been asked in one form or another several times since I became a Senior Data Visualization Engineer at Netflix:

    In all my time writing about the different kinds of data visualization people and how data visualization is stuck in a conservative rut or might be choking itself professionally, I don’t think I’ve ever directly engaged with what, exactly, it is that I do.

    I‘m always a little on edge when I get asked this question because normally a question like this comes from one of two sources: people looking to transition into the profession or people who work alongside the profession who want to better understand it. But in the case of data visualization, this kind of question also comes from people in the field who don’t believe that there is such a profession. So, I have to figure out if the person is asking me “How do I become a successful X” or “How do I work better with X/Do I need to hire an X for my team” or “Why do you insist that a skill is a profession — there are no Senior Microscope Engineers, you’re just a UI developer you can’t really expect me to believe you spend 100% of your time making pie charts you nasty little fraud.”

    So for clarity’s sake, I’ll answer all three of those questions.

    Data Visualization Engineering Skills

    Data visualization is not purely technical, it has a strong design element and requires a deep understanding of the theoretical factors involved in communicating information visually. But all the theoretical and design knowledge in the world isn’t going to help you if you’ve artificially constrained the possibility space because you don’t know what’s technically possible with the tools you use. So while it’s not entirely technical, it is strongly technical, and there’s no getting around it.

    That said, the specific skills necessary to engage in the day-to-day tasks of a data visualization engineer depend on the technology in use where they work. If the go-to method for presenting data visualization is notebooks or BI tools, then they need to be an expert not only on their use but also on how to push and modify them beyond their traditional boundaries. For me and for many data visualization engineers, it means you have to have a solid understanding of UI development so that you can create not only custom data visualization elements but also the application and data services necessary for those elements to respond to the spectrum of activity that your stakeholders demand.

    Regardless of the technology, successful data visualization engineers have to understand principles of design, both graphical and more generally user-centered design. Analytical applications need to do more than technically fulfill some specifications, they need to actually enable readers to find the insights they expect to find with the context they need. From a skills perspective you need to develop in three distinct areas:

  • Technically, you need to rigorously hack at data visualization methods and really be able to reproduce any of the charting methods you see. This isn’t because you get merit badges for each chart type but rather because data visualization is fundamentally combinatorial and the most effective analytical applications are not a single chart but a combination of several forms of information visualization married together. You can’t make that or even plan for that if you feel like certain channels, layouts or other methods are off limits because you don’t know how to implement them.
  • Theoretically, you need to be able to understand the fundamental principles of visual display of information. You need to know why certain visual structures resonate with viewers and which are the most effective ways to encode information into graphics. It’s not enough to ape the derision of data visualization experts and proclaim “pie charts are bad” or “color is hard”, you have to actually understand color and connection and size and how they deliver information.
  • Practically, you need to think of yourself as a designer first. The real challenge with data visualization is finding out what your readers want, which only happens if you can distill the problem as expressed by their feature requests, the artifacts they’ve already produced and the actual structure of the data. This touches on interaction design, information design and graphic design. That’s a lot of design.
  • Roughly speaking, I passed through those different periods in that order but I don’t think that particular path is the right one to be an effective data visualization engineer. It’s more important that you recognize which mode you are in, and whether you feel you are as advanced in each area as you are in your strongest.

    Do I Need a Data Visualization Engineer?

    Specialized positions that focus on data visualization are just like specialized positions that focus on design or data engineering. In small companies or in otherwise constrained environments where the only person who needs to understand a data visualization product is the person who made it or their team, a specialist might be superfluous. The value of a specialized position comes in three primary situations:

  • Large-scale applications built for multiple stakeholders across and organization who do not all share the same context or level of domain expertise. In these cases, the data visualization specialist can through interview with stakeholders and review of existing data visualization products synthesize an application that is not only as effective as the existing tools for stakeholders but is more broadly accessible.
  • Views into complex data-driven aspects of a business, especially those being supported or supplanted by machine learning, where decision makers need to trust the algorithms that are replacing their intuition. Data visualization of the performance of algorithms for the purpose of identifying anomalies and generating trust is going to be the major growth area in data visualization in the coming years.
  • Building prototypes. Along with large-scale applications, there are experimental approaches that can be better served with novel data visualization, or bespoke products meant for very specific audiences where the form can be more exotic than a traditional dashboard. Success in those cases depends on someone having the talent to be able to build complex data visualization but also have the understanding of what rules can be bent or broken in very specific use cases.
  • An example of a bespoke data visualization product developed at Netflix for a very particular use case where the aesthetic and function of this kind of map was well-suited, even though in normal analytical mapping applications this would be considered problematic in several ways.

    If you want to be successful in data visualization in industry you need to understand the job. While the role varies, it mostly involves developing views of data for stakeholders, who typically are executives, product managers and data scientists. It differs from an analyst role in that the focus is not on a question but rather on an audience that typically needs something more than a single report and who expects views into the data that generate more than just the expected insights. This means fulfilling whatever basic feature requests the stakeholders have but also bringing with those features novel views into the data that leverage a familiarity with the capabilities of advanced data visualization. All that means fostering ambitious and innovative views that stakeholders may initially be uncomfortable with.

    Those stakeholders will present their feature requests in different ways depending on their own practice.

  • Product Managers will typically talk about the data itself, and often fall back into the refrain “just show me the data”. They ask for download buttons so they can get a CSV or the queries that drive the view, and while ad hoc analysis will always occur, it’s these requests that are the most fertile for data visualization, because when you dive into them you find out that they perform ad hoc requests to reveal patterns that are not so easy to see with off-the-shelf tools or traditional data visualization methods. Difference charts, connected scatterplots and boxplot series have all come out of requests to “show me the data” that, when translated, really meant they wanted to see some higher order structure in what they thought could only be presented as a time series or a bar chart.
  • Data Scientists might come to you with the same questions but often come with feature requests that look like notebooks. Using ggplot2 or the equivalent, they have a preferred data visualization method that they were able to develop in an analysis of a fixed dataset that now they want to see integrated into a more broadly accessible dashboard or other internal application. This requires that you understand how to recreate what can be significantly complicated charts and, even more challenging, how to make those charts interactive and dynamic.
  • A chart that began its life as a static data visualization in a Jupyter notebook and was eventually deployed in an interactive form with annotations and improved styling in an internal application
  • By executives I don’t necessarily mean C-level but decision makers who look to data visualization for context and high-level insights. This could be the stereotypical “busy executive” that shows up often in data visualization manuals, but it could also be the audience for a presentation that doesn’t have the same depth of knowledge about the source material. In these cases, a data visualization engineer needs the skills and knowledge to help facilitate communication of insights and points of interest using color, annotations and other techniques drawing on visual cognition.
  • But Is It a Profession

    When I wrote If Data Visualization is So Hot, Why Are People Leaving? I received, as I’d hoped, some pushback about whether or not there even was such a thing as a “data visualization engineer”. Among those pushing back was Stephen Few, a respected author of multiple data visualization manuals. That pushback was no surprise, rather it echoes what I’ve heard many times within the data visualization community. Many people that you would think of as colocated with me in some tidy Venn diagram instead bristle at the idea of data visualization being a true profession, and prefer to label themselves something more generic, like a UI or Full Stack Developer, or even go so far as to orient their career in such a way as to deemphasize their earlier focus on data visualization in favor of a focus on data engineering or data science.

    When I first started writing this piece, I planned to directly engage with these arguments, but now, having dealt with the technical and organizational aspects of what it takes to be a data visualization engineer, I feel like I don’t have much else to add. Only that: data visualization is a broad and challenging field and the communication of information using graphics relies enough on a specific set of theory and practice that it justifies a specialist as much as any of the other data-oriented careers.

    As an aside: I like Stephen Few, and more importantly I think he’s good for the field. I met him once and he was thoughtful and engaged even though I talked about network data visualization, which would excuse any ill behavior from any person. I don’t think he’s 100% correct about data visualization, but I do respect his willingness to actively and publicly engage on the subject, and respond critically when he thinks someone isn’t being rigorous or professional. It’s a shame, in fact, that there are so few people willing to engage publicly in a critical manner and that when people do they are chastised as impolite. If Stephen hadn’t responded publicly to my earlier comment, I’d be forced to refer obliquely to other data visualization theorists who have said the same thing but only in private communication, which not only makes for weaker writing, it makes for a weaker profession.



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