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642-655 WAASFE-Wide area Application Services for domain Engineers

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642-655 exam Dumps Source : WAASFE-Wide area Application Services for domain Engineers

Test Code : 642-655
Test designation : WAASFE-Wide area Application Services for domain Engineers
Vendor designation : Cisco
exam questions : 71 real Questions

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Cisco Cisco WAASFE-Wide area Application

Cisco Unites SD-WAN and safety to address the novel 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 advocate 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 labor has too changed; personnel link 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 novel Cloud aspect – the intersection of networking and security.

until now, SD-WAN solutions Have compelled IT to pick from utility sustain or safety. by pass of evolving its SD-WAN portfolio, Cisco is addressing the brand novel realities of the Cloud side. Cisco SD-WAN can aid IT bring greater software experiences and do clients more productive with unmatched simplicity and scale. And now, greatest-of-breed security will too subsist with ease enabled anyplace it is needed, from the arm to the cloud.

“The emergence of the novel Cloud facet is disrupting their consumers’ network and safety architectures. these days, each WAN gear should become software defined and cozy,” talked about Scott Harrell, senior vice chairman and chummy manager, commercial enterprise Networking at Cisco. “Cisco’s SD-WAN makes it handy for valued clientele to regain the very best of networking and protection. we're constructing a bridge to a brand novel company world that speeds their 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 manipulate nowadays’s most pressing considerations, yet bendy adequate to address the challenges of day after today. novel 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 separate pane of glass. And Cisco SD-WAN is complete 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 too subsist blocked before a connection is ever established.
  • applications experience: Cisco has partnered with Microsoft to augment the office 365 application journey for clients. unlike different vendors, Cisco SD-WAN screens in actual-time complete 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 engrossing novel features. To aid developers and community engineers innovate, Cisco DevNet has created novel SD-WAN discovering labs and sandboxes.
  • New SD-WAN Infrastructure: With the area’s broadest SD-WAN portfolio powered by pass of Viptela and Meraki, Cisco is offering even more options for purchasers with two novel built-in functions Routers (ISR) designed for wee and considerable department workplaces.
  • quick delivery provider: Cisco is additionally helping shoppers accelerate SD-WAN deployments and reduce risk via a novel SD-WAN brief birth service.  For a fixed-fee, clients regain 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 novel solution. both the community and safety can subsist bought through a separate license model and managed via a separate interface.
  • Availability

  • Cisco SD-WAN security and Microsoft office 365 software: genesis 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 labor seeing that 1984. Their americans, products, and companions advocate society securely link and seize day after today's digital possibility these days. determine 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 too subsist organize at www.cisco.com/go/emblems. Third-celebration logos mentioned are the property of their respective homeowners. the utilize 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 novel networking utility with baked-in safety facets, a trudge aimed toward enabling agencies to link a ways-flung laborers to key commerce functions – whether or not they’re within the workplace, a espresso store or an airport lounge, Cisco officials observed.

    The enterprise’s novel 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 composite of public and private clouds, on-premise facts facilities, the information superhighway and other networks, many of which they achieve 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 preempt of particular person instruments or functions.

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

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

    The application, which could subsist covered in some Cisco routing devices and may subsist 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 novel strategy displays the reality faced by pass 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 appear to digital capabilities for an area over rivals.  

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

    There are signs that augment its application commerce 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 novel 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 hollow between safety, flexibility and consumer experiences.

    among the key updates, Cisco mentioned it subsist integrating application-mindful commercial enterprise firewall, intrusion prevention, and URL filtering into Cisco SD-WAN devices, even if Meraki or Viptela. Cisco is too integrating SD-WAN with Cisco Umbrella in an exertion to do 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 subsist able too 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 novel 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 separate license mannequin and control them through a separate interface.

    old AND linked coverage:

    Cisco adds analytics to its WAN offerings

    A pair of items from the networking colossal permit administrators to rush 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 hasten up its transition to a subscription-primarily based commerce model.

    Cisco broadens Tetration analytics attain to information middle, cloud security

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


    642-655 WAASFE-Wide area Application Services for domain Engineers

    Study lead 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 domain Engineers

    Test Code : 642-655
    Test designation : WAASFE-Wide area Application Services for domain Engineers
    Vendor designation : Cisco
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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 commerce is that of vaporized hydrogen peroxide (VHP) as a contact or “cold” sterilizing agent. The utilize of VHP in contained environments has allowed us to decontaminate working spaces, equipment, and materials and has led to the progress of the trustworthy 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 they will focus on filling isolator systems and equipment. Since the utilize of this technology began, they 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 compass across the fill deck. In addition, they now Have isolators with seven to 13 sections, with multiple privilege angles to adjacent sections where each section can subsist 10 to 20 meters long, and with several auxiliary docking sections. In complete these cases they compensate with more VHP injection because they exigency to ensure successful media fills.

    New Reality

    As this expansion of VHP utilize and isolator complexity evolves, they Have driven ourselves directly into the newest class of drug products and Have “hit the wall.” They Have discovered many novel 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 ascetic 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 novel installations and CMOs as they acquire novel commerce in their legacy aseptic filling isolators. In some cases, the residual VHP has attenuated product by 10 to 15 percent potency in yardstick fills and up to 25 percent degradation in lyophilized production.

    For the CMO, this often violates many of their yardstick practices and crushes their high assurance in their VHP cycle and media fill, and they must kisser the reality of many isolator changes and potentially reducing their VHP cycles. This too 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, they exigency to set the residual even from the 100 +/- ppm levels to as low as 10 ppb. Some may marvel if this achievable, and the reply is absolutely. However, some practices, equipment, and processes exigency to change, and for the better. They will now explore the process of degassing and removing residual VHP via aeration from the various commercial isolators.

    Wrong “Solutions”

    As they Have dealt with these issues on a global level, they Have organize folks who admiration 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 assume its toll is foolish. That would require a change to the submission documents and pointto a need of study of the compatibility of VHP with the product. In addition, the oxidation of the API produces a compound, and now they would Have introduced a novel impurity. The FDA would subsist very interested in this.
  • “Let’s augment the fill volume.” This is equally inappropriate, as the selfsame issues as above will occur, with a degraded potency and more volume. The residual generated will subsist questioned, as will the manufacturing submission.
  • “Let’s just HEPA-ventilate until they regain a safe reading.” While this is a compliant solution, it results in a degassing that could assume days or weeks to accomplish. This could Have a devastating impact on product delivery and plant capacity. By using exorbitant fresh air ventilation, they are too 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 view if they can crop back on the validated VHP cycle and view 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 primary to utilize the product and rush VHP compatibility tests, challenges, and fill trials to accumulate data and understand the impact before the fill is tech-transferred into the isolator site/environment. This should subsist done in a pilot plant or, at worst, in a “development” mode with the isolator. This would allow data to subsist 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 inescapable areas above and below the fill deck. However, you will never view 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 glimpse for is the elimination of polymer-based materials inside the isolator, especially complete platinum-cured silicon tubing. complete 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 utilize Teflon, polyethylene, and polypropylene only when required. The most detrimental and absorptive polymers are Delrin, polyurethanes, polyamides, polysulfones, and polystyrenes. You must glimpse carefully at the materials of construction of your tubing, filters, seals, gaskets, and other polymer-based components. This too 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 recur ducts/plenums. This is to prevent cross-contamination; these filters (polymers) can subsist removed if the product profile does not contain cytotoxics, potent compounds, or dynamic biologics.
  • Along with the polymer-based investigation should subsist a careful review of the gloves, glove ports, and other interface seals. First check for materials of construction, and then do confident the gloves are complete 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 too trap and retain VHP and meddle with commonplace 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 chilly 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 contemporaneous product lines.
  • The coils are artic during commonplace operations and remain so during the VHP cycle (even if the chilled water supply valve is shut). The coils are an pattern dwelling for water to condense, collect, and retain HP (dissolved hydrogen peroxide). Once pooled in this area, it could assume 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 contemporaneous design (see AHU scheme), a TCU provides either plant passionate water or electrically heated water to elevate the temperature of the coils and the internals of the isolator.

    In this case, during the commonplace 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 augment 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 subsist 35 degrees Celsius and should subsist 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 rush 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 confident any residual VHP and water/HP evaporates quickly.

    As in complete of these types of applications, a circumstantial 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 term of time, or a valve sequenced incorrectly could subsist the root cause of the AHU problems.

  • One of the most worthwhile investments in an isolator is the VHP/HP absorbing yeast that can subsist installed in the AHU. These yeast systems are pattern to quickly absorb the VHP from the isolator during their recirculation mode. The key to efficiency of the isolator is its talent to recirculate air and only bleed in “make-up” air. The yeast needs to subsist placed by yeast experts in coordination with the isolator manufacturer for the revise location, air velocity tests, PLC sequence of when to engage the catalyst, and overall commissioning of the unit. This allows the isolator to rush in its most efficient (re-circulation) mode and absorb/destroy VHP. This is pattern if it is done in the design of system. If this is done as a retrofit, the isolator will subsist taken out of service and should subsist re-commissioned, and re-execution of the media fills would subsist 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 subsist programmed properly for maximum exhaust. The blower-controlling fraction 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 primary 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 achieve not necessarily labor for the degassing/rapid air egress. The only pass 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. They Have too many situations where inadequate air turnover and deceased zones are caused by gear position, filling deck height, fan location, and areas not evacuated cleanly. This can too subsist exact 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 too 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 ameliorate 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 detain operational utilize by a year. Another consideration is that relying on a nitrogen headspace to protect the product will impact the regulatory filing, as a novel 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 even in an isolator from 50 ppm to 50 ppb could assume months. That is why nitrogen backfilling plus isolator CFD analysis, polymer elimination, and careful temperature control can weigh the contrast in over a year of startup time and higher capacity throughput.

    About The Authors:

    Herman Bozenhardt has 42 years of sustain in pharmaceutical, biotechnology, and medical device manufacturing, engineering, and compliance. He is a recognized expert in aseptic filling facilities and systems and has extensive sustain in the manufacture of therapeutic biologicals and vaccines. His current consulting labor 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 compass 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 sustain in the biotechnology and aseptic processing commerce 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 compass 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 complete my time writing about the different kinds of data visualization people and how data visualization is stuck in a conservative rut or might subsist choking itself professionally, I don’t admiration I’ve ever directly engaged with what, exactly, it is that I do.

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

    So for clarity’s sake, I’ll reply complete three of those questions.

    Data Visualization Engineering Skills

    Data visualization is not purely technical, it has a tenacious design component and requires a profound understanding of the theoretical factors involved in communicating information visually. But complete the theoretical and design learning in the world isn’t going to inspirit you if you’ve artificially constrained the possibility space because you don’t know what’s technically viable 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 utilize where they work. If the go-to way for presenting data visualization is notebooks or BI tools, then they exigency to subsist an expert not only on their utilize but too 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 progress so that you can create not only custom data visualization elements but too 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 exigency to achieve more than technically fulfill some specifications, they exigency to actually enable readers to find the insights they anticipate to find with the context they need. From a skills perspective you exigency to develop in three distinct areas:

  • Technically, you exigency to rigorously hack at data visualization methods and really subsist able to reproduce any of the charting methods you see. This isn’t because you regain merit badges for each chart ilk but rather because data visualization is fundamentally combinatorial and the most efficient analytical applications are not a separate chart but a combination of several forms of information visualization married together. You can’t do that or even plan for that if you feel fancy inescapable channels, layouts or other methods are off limits because you don’t know how to implement them.
  • Theoretically, you exigency to subsist able to understand the fundamental principles of visual pomp of information. You exigency to know why inescapable visual structures resonate with viewers and which are the most efficient 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 exigency to admiration 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 lifelike design. That’s a lot of design.
  • Roughly speaking, I passed through those different periods in that order but I don’t admiration that particular path is the privilege one to subsist an efficient data visualization engineer. It’s more primary 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 exigency a Data Visualization Engineer?

    Specialized positions that focus on data visualization are just fancy specialized positions that focus on design or data engineering. In wee 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 subsist superfluous. The value of a specialized position comes in three primary situations:

  • Large-scale applications built for multiple stakeholders across and organization who achieve not complete share the selfsame context or even 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 efficient 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 conclusion makers exigency to dependence the algorithms that are replacing their intuition. Data visualization of the performance of algorithms for the purpose of identifying anomalies and generating dependence is going to subsist the major growth area in data visualization in the coming years.
  • Building prototypes. Along with large-scale applications, there are experimental approaches that can subsist better served with novel data visualization, or bespoke products meant for very specific audiences where the form can subsist more exotic than a traditional dashboard. Success in those cases depends on someone having the talent to subsist able to build complex data visualization but too Have the understanding of what rules can subsist bent or broken in very specific utilize cases.
  • An sample of a bespoke data visualization product developed at Netflix for a very particular utilize case where the aesthetic and function of this kind of map was well-suited, even though in commonplace analytical mapping applications this would subsist considered problematic in several ways.

    If you want to subsist successful in data visualization in industry you exigency 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 separate 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 too bringing with those features novel views into the data that leverage a familiarity with the capabilities of advanced data visualization. complete that means fostering ambitious and innovative views that stakeholders may initially subsist 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 tumble back into the abstain “just pointto me the data”. They inquire for download buttons so they can regain 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 productive 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 smooth to view with off-the-shelf tools or traditional data visualization methods. contrast charts, connected scatterplots and boxplot chain Have complete Come out of requests to “show me the data” that, when translated, really meant they wanted to view some higher order structure in what they thought could only subsist presented as a time chain or a bar chart.
  • Data Scientists might Come to you with the selfsame questions but often Come with feature requests that glimpse fancy notebooks. Using ggplot2 or the equivalent, they Have a preferred data visualization way that they were able to develop in an analysis of a fixed dataset that now they want to view integrated into a more broadly accessible dashboard or other internal application. This requires that you understand how to recreate what can subsist significantly complicated charts and, even more challenging, how to do 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 weigh C-level but conclusion makers who glimpse to data visualization for context and high-level insights. This could subsist the stereotypical “busy executive” that shows up often in data visualization manuals, but it could too subsist the audience for a presentation that doesn’t Have the selfsame depth of learning about the source material. In these cases, a data visualization engineer needs the skills and learning to inspirit 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 admiration of as colocated with me in some tidy Venn diagram instead bristle at the notion of data visualization being a exact profession, and prefer to label themselves something more generic, fancy a UI or complete Stack Developer, or even proceed so far as to orient their career in such a pass 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 subsist a data visualization engineer, I feel fancy I don’t Have much else to add. Only that: data visualization is a broad and challenging domain and the communication of information using graphics relies enough on a specific set of theory and drill that it justifies a specialist as much as any of the other data-oriented careers.

    As an aside: I fancy Stephen Few, and more importantly I admiration he’s safe for the field. I met him once and he was considerate and engaged even though I talked about network data visualization, which would excuse any ill deportment from any person. I don’t admiration he’s 100% revise about data visualization, but I achieve 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 censorious manner and that when people achieve they are chastised as impolite. If Stephen hadn’t responded publicly to my earlier comment, I’d subsist forced to advert obliquely to other data visualization theorists who Have said the selfsame thing but only in private communication, which not only makes for weaker writing, it makes for a weaker profession.



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